Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
from torch.utils.data import DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([transforms.Resize(image_size),
                                  transforms.ToTensor()])
    
    # get the images directory
    image_path = './' + data_dir
    
    # get the datasets using ImageFolder   
    dataset = datasets.ImageFolder(image_path, transform=transform)
    
    # implement the loaders
    data_loader = DataLoader(dataset=dataset, batch_size=batch_size, shuffle=True)
    
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 32
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8902)
Max:  tensor(0.9451)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper function to conv layer
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    ''' create a convolutional layer with the optional batch normalization'''
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                          kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    layers.append(conv_layer)
    
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim=32):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        # define convolutional layers increasing depth
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) #no batch normalization 16x16 ouput
        self.conv2 = conv(conv_dim, conv_dim*2, 4) # 8x8 ouput
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4) # 4x4 output
        
        # fully connected layer
        self.fc = nn.Linear(conv_dim*4*4*4, 1)
        
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = F.leaky_relu(self.conv1(x), 0.2)
        x = F.leaky_relu(self.conv2(x), 0.2)
        x = F.leaky_relu(self.conv3(x), 0.2)
        
        # flattened the conv output
        x = x.view(-1, self.conv_dim*4*4*4)
        
        # final classification layer
        x = self.fc(x)
        
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """create a transposed convolutional layer with the optional batch normalization"""
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)

    layers.append(transpose_conv_layer)
    
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim=32):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim        
        # fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)
        # transposed convolutional layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        # fully connected layer
        x = self.fc(x)
        x = x.view(-1, self.conv_dim*4, 4, 4)
        
        # conv layer with Relu activation
        x = F.relu(self.t_conv1(x))
        x = F.relu(self.t_conv2(x))
        # last conv layer with TanH activation
        x = F.tanh(self.t_conv3(x))
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        init.normal_(m.weight.data, mean=0.0, std=0.02)
        

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    loss = torch.mean((D_out-1)**2)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    loss = torch.mean((D_out)**2)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim
# parameters
lr = 0.0002
beta1 = 0.5
beta2 = 0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            
            # calculate the loss with real images
            if train_on_gpu:
                real_images = real_images.cuda()
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # create fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)            
                      
            # calculate the loss with fake images
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
             # add up loss, optimize and perform backpropagation
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # create fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z) 
            
            # calculate the discriminator loss with fake images flipping the labels
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            
            # perform backpropagation
            g_loss.backward()
            g_optimizer.step()
                     
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 0.3602 | g_loss: 0.3693
Epoch [    1/   50] | d_loss: 0.3614 | g_loss: 0.5929
Epoch [    1/   50] | d_loss: 0.3451 | g_loss: 0.6956
Epoch [    1/   50] | d_loss: 0.3439 | g_loss: 0.4234
Epoch [    1/   50] | d_loss: 0.4062 | g_loss: 0.1186
Epoch [    1/   50] | d_loss: 0.3617 | g_loss: 0.3210
Epoch [    1/   50] | d_loss: 0.4319 | g_loss: 0.3250
Epoch [    1/   50] | d_loss: 0.3562 | g_loss: 0.4899
Epoch [    1/   50] | d_loss: 0.5077 | g_loss: 0.5078
Epoch [    1/   50] | d_loss: 0.4492 | g_loss: 0.5023
Epoch [    1/   50] | d_loss: 0.5878 | g_loss: 0.1023
Epoch [    1/   50] | d_loss: 0.2775 | g_loss: 0.6321
Epoch [    1/   50] | d_loss: 0.3395 | g_loss: 0.2488
Epoch [    1/   50] | d_loss: 0.4154 | g_loss: 0.5264
Epoch [    1/   50] | d_loss: 0.2798 | g_loss: 0.5415
Epoch [    1/   50] | d_loss: 0.3538 | g_loss: 0.5063
Epoch [    1/   50] | d_loss: 0.3261 | g_loss: 0.4470
Epoch [    1/   50] | d_loss: 0.3350 | g_loss: 0.6568
Epoch [    1/   50] | d_loss: 0.3771 | g_loss: 0.4659
Epoch [    1/   50] | d_loss: 0.3604 | g_loss: 0.4124
Epoch [    1/   50] | d_loss: 0.3942 | g_loss: 0.5033
Epoch [    1/   50] | d_loss: 0.3911 | g_loss: 0.5425
Epoch [    1/   50] | d_loss: 0.3973 | g_loss: 0.4959
Epoch [    1/   50] | d_loss: 0.3505 | g_loss: 1.0983
Epoch [    1/   50] | d_loss: 0.3525 | g_loss: 0.3518
Epoch [    1/   50] | d_loss: 0.3878 | g_loss: 0.3214
Epoch [    1/   50] | d_loss: 0.3753 | g_loss: 0.4711
Epoch [    1/   50] | d_loss: 0.2076 | g_loss: 0.8017
Epoch [    1/   50] | d_loss: 0.3563 | g_loss: 0.8283
Epoch [    1/   50] | d_loss: 0.4027 | g_loss: 0.4237
Epoch [    1/   50] | d_loss: 0.5584 | g_loss: 0.4167
Epoch [    1/   50] | d_loss: 0.4810 | g_loss: 0.5727
Epoch [    1/   50] | d_loss: 0.2048 | g_loss: 0.5751
Epoch [    1/   50] | d_loss: 0.3443 | g_loss: 0.4105
Epoch [    1/   50] | d_loss: 0.2450 | g_loss: 0.5247
Epoch [    1/   50] | d_loss: 0.3060 | g_loss: 0.4065
Epoch [    1/   50] | d_loss: 0.4022 | g_loss: 0.3149
Epoch [    1/   50] | d_loss: 0.2895 | g_loss: 0.6135
Epoch [    1/   50] | d_loss: 0.3757 | g_loss: 0.2820
Epoch [    1/   50] | d_loss: 0.4051 | g_loss: 0.4218
Epoch [    1/   50] | d_loss: 0.3122 | g_loss: 0.3008
Epoch [    1/   50] | d_loss: 0.2528 | g_loss: 0.4108
Epoch [    1/   50] | d_loss: 0.2162 | g_loss: 0.4754
Epoch [    1/   50] | d_loss: 0.3395 | g_loss: 0.4307
Epoch [    1/   50] | d_loss: 0.3391 | g_loss: 0.6235
Epoch [    1/   50] | d_loss: 0.3851 | g_loss: 0.4612
Epoch [    1/   50] | d_loss: 0.3066 | g_loss: 0.7517
Epoch [    1/   50] | d_loss: 0.3791 | g_loss: 0.4025
Epoch [    1/   50] | d_loss: 0.3725 | g_loss: 0.4352
Epoch [    1/   50] | d_loss: 0.3423 | g_loss: 0.5553
Epoch [    1/   50] | d_loss: 0.2252 | g_loss: 0.5334
Epoch [    1/   50] | d_loss: 0.2547 | g_loss: 0.5495
Epoch [    1/   50] | d_loss: 0.2645 | g_loss: 0.3392
Epoch [    1/   50] | d_loss: 0.4483 | g_loss: 0.6027
Epoch [    1/   50] | d_loss: 0.4490 | g_loss: 0.6632
Epoch [    1/   50] | d_loss: 0.3261 | g_loss: 0.4223
Epoch [    1/   50] | d_loss: 0.2018 | g_loss: 0.5686
Epoch [    2/   50] | d_loss: 0.2237 | g_loss: 0.5073
Epoch [    2/   50] | d_loss: 0.4398 | g_loss: 0.6233
Epoch [    2/   50] | d_loss: 0.4210 | g_loss: 0.1832
Epoch [    2/   50] | d_loss: 0.1804 | g_loss: 0.6159
Epoch [    2/   50] | d_loss: 0.3394 | g_loss: 0.7446
Epoch [    2/   50] | d_loss: 0.3306 | g_loss: 0.3794
Epoch [    2/   50] | d_loss: 0.3879 | g_loss: 1.0371
Epoch [    2/   50] | d_loss: 0.3516 | g_loss: 0.5564
Epoch [    2/   50] | d_loss: 0.3450 | g_loss: 0.4312
Epoch [    2/   50] | d_loss: 0.2456 | g_loss: 0.4699
Epoch [    2/   50] | d_loss: 0.4911 | g_loss: 0.4500
Epoch [    2/   50] | d_loss: 0.2099 | g_loss: 0.4987
Epoch [    2/   50] | d_loss: 0.3358 | g_loss: 0.5303
Epoch [    2/   50] | d_loss: 0.2476 | g_loss: 0.6536
Epoch [    2/   50] | d_loss: 0.3327 | g_loss: 0.5360
Epoch [    2/   50] | d_loss: 0.2433 | g_loss: 0.4557
Epoch [    2/   50] | d_loss: 0.2325 | g_loss: 0.6185
Epoch [    2/   50] | d_loss: 0.2629 | g_loss: 0.6498
Epoch [    2/   50] | d_loss: 0.2743 | g_loss: 0.4988
Epoch [    2/   50] | d_loss: 0.3590 | g_loss: 0.2090
Epoch [    2/   50] | d_loss: 0.2473 | g_loss: 0.7533
Epoch [    2/   50] | d_loss: 0.3130 | g_loss: 0.5661
Epoch [    2/   50] | d_loss: 0.3343 | g_loss: 0.6300
Epoch [    2/   50] | d_loss: 0.2128 | g_loss: 0.7917
Epoch [    2/   50] | d_loss: 0.2570 | g_loss: 0.5978
Epoch [    2/   50] | d_loss: 0.4744 | g_loss: 0.3681
Epoch [    2/   50] | d_loss: 0.2594 | g_loss: 0.6485
Epoch [    2/   50] | d_loss: 0.2976 | g_loss: 0.3722
Epoch [    2/   50] | d_loss: 0.5040 | g_loss: 0.4116
Epoch [    2/   50] | d_loss: 0.2589 | g_loss: 0.5664
Epoch [    2/   50] | d_loss: 0.3267 | g_loss: 0.6265
Epoch [    2/   50] | d_loss: 0.3433 | g_loss: 0.3469
Epoch [    2/   50] | d_loss: 0.2463 | g_loss: 0.5371
Epoch [    2/   50] | d_loss: 0.2746 | g_loss: 0.9365
Epoch [    2/   50] | d_loss: 0.3974 | g_loss: 0.2814
Epoch [    2/   50] | d_loss: 0.2367 | g_loss: 0.7412
Epoch [    2/   50] | d_loss: 0.2126 | g_loss: 0.7441
Epoch [    2/   50] | d_loss: 0.2357 | g_loss: 0.6839
Epoch [    2/   50] | d_loss: 0.4313 | g_loss: 0.2957
Epoch [    2/   50] | d_loss: 0.3635 | g_loss: 0.4842
Epoch [    2/   50] | d_loss: 0.2669 | g_loss: 0.5769
Epoch [    2/   50] | d_loss: 0.2325 | g_loss: 0.4610
Epoch [    2/   50] | d_loss: 0.3335 | g_loss: 0.5383
Epoch [    2/   50] | d_loss: 0.3528 | g_loss: 0.3226
Epoch [    2/   50] | d_loss: 0.3410 | g_loss: 0.6530
Epoch [    2/   50] | d_loss: 0.2702 | g_loss: 0.9711
Epoch [    2/   50] | d_loss: 0.3370 | g_loss: 0.4410
Epoch [    2/   50] | d_loss: 0.2722 | g_loss: 0.6084
Epoch [    2/   50] | d_loss: 0.3058 | g_loss: 0.5027
Epoch [    2/   50] | d_loss: 0.3339 | g_loss: 0.4334
Epoch [    2/   50] | d_loss: 0.2370 | g_loss: 0.6733
Epoch [    2/   50] | d_loss: 0.3315 | g_loss: 0.5896
Epoch [    2/   50] | d_loss: 0.2766 | g_loss: 0.5468
Epoch [    2/   50] | d_loss: 0.3333 | g_loss: 0.2613
Epoch [    2/   50] | d_loss: 0.2313 | g_loss: 0.2832
Epoch [    2/   50] | d_loss: 0.3028 | g_loss: 0.5064
Epoch [    2/   50] | d_loss: 0.2082 | g_loss: 0.5694
Epoch [    3/   50] | d_loss: 0.4251 | g_loss: 0.6185
Epoch [    3/   50] | d_loss: 0.4060 | g_loss: 0.6777
Epoch [    3/   50] | d_loss: 0.4002 | g_loss: 0.2871
Epoch [    3/   50] | d_loss: 0.2235 | g_loss: 0.2510
Epoch [    3/   50] | d_loss: 0.2352 | g_loss: 0.5869
Epoch [    3/   50] | d_loss: 0.3752 | g_loss: 0.4564
Epoch [    3/   50] | d_loss: 0.4068 | g_loss: 0.5982
Epoch [    3/   50] | d_loss: 0.2472 | g_loss: 0.5400
Epoch [    3/   50] | d_loss: 0.3808 | g_loss: 0.2271
Epoch [    3/   50] | d_loss: 0.2992 | g_loss: 0.6269
Epoch [    3/   50] | d_loss: 0.2600 | g_loss: 0.6094
Epoch [    3/   50] | d_loss: 0.2002 | g_loss: 0.8914
Epoch [    3/   50] | d_loss: 0.3403 | g_loss: 0.5119
Epoch [    3/   50] | d_loss: 0.3018 | g_loss: 0.5925
Epoch [    3/   50] | d_loss: 0.3506 | g_loss: 0.4072
Epoch [    3/   50] | d_loss: 0.4098 | g_loss: 0.7549
Epoch [    3/   50] | d_loss: 0.2986 | g_loss: 0.3875
Epoch [    3/   50] | d_loss: 0.2119 | g_loss: 0.6221
Epoch [    3/   50] | d_loss: 0.3476 | g_loss: 0.7510
Epoch [    3/   50] | d_loss: 0.4614 | g_loss: 0.2263
Epoch [    3/   50] | d_loss: 0.3221 | g_loss: 0.6674
Epoch [    3/   50] | d_loss: 0.2136 | g_loss: 0.5619
Epoch [    3/   50] | d_loss: 0.2761 | g_loss: 0.7229
Epoch [    3/   50] | d_loss: 0.2476 | g_loss: 0.5241
Epoch [    3/   50] | d_loss: 0.1550 | g_loss: 0.9107
Epoch [    3/   50] | d_loss: 0.3046 | g_loss: 0.4209
Epoch [    3/   50] | d_loss: 0.4071 | g_loss: 0.2998
Epoch [    3/   50] | d_loss: 0.4656 | g_loss: 0.2988
Epoch [    3/   50] | d_loss: 0.2651 | g_loss: 0.4599
Epoch [    3/   50] | d_loss: 0.2236 | g_loss: 0.3925
Epoch [    3/   50] | d_loss: 0.4040 | g_loss: 0.5046
Epoch [    3/   50] | d_loss: 0.4481 | g_loss: 0.5068
Epoch [    3/   50] | d_loss: 0.2361 | g_loss: 0.5276
Epoch [    3/   50] | d_loss: 0.4226 | g_loss: 0.3019
Epoch [    3/   50] | d_loss: 0.1878 | g_loss: 0.6365
Epoch [    3/   50] | d_loss: 0.2363 | g_loss: 0.5718
Epoch [    3/   50] | d_loss: 0.2999 | g_loss: 0.3653
Epoch [    3/   50] | d_loss: 0.4879 | g_loss: 1.1473
Epoch [    3/   50] | d_loss: 0.3050 | g_loss: 0.6284
Epoch [    3/   50] | d_loss: 0.2452 | g_loss: 0.4127
Epoch [    3/   50] | d_loss: 0.2212 | g_loss: 0.7989
Epoch [    3/   50] | d_loss: 0.3570 | g_loss: 0.5240
Epoch [    3/   50] | d_loss: 0.3382 | g_loss: 0.5227
Epoch [    3/   50] | d_loss: 0.3359 | g_loss: 0.5583
Epoch [    3/   50] | d_loss: 0.1787 | g_loss: 1.0676
Epoch [    3/   50] | d_loss: 0.3017 | g_loss: 0.6669
Epoch [    3/   50] | d_loss: 0.2231 | g_loss: 0.2827
Epoch [    3/   50] | d_loss: 0.2789 | g_loss: 0.6735
Epoch [    3/   50] | d_loss: 0.1948 | g_loss: 0.7393
Epoch [    3/   50] | d_loss: 0.3756 | g_loss: 0.4628
Epoch [    3/   50] | d_loss: 0.2054 | g_loss: 0.4312
Epoch [    3/   50] | d_loss: 0.2118 | g_loss: 0.6298
Epoch [    3/   50] | d_loss: 0.2974 | g_loss: 0.5154
Epoch [    3/   50] | d_loss: 0.4378 | g_loss: 0.8104
Epoch [    3/   50] | d_loss: 0.2642 | g_loss: 0.3462
Epoch [    3/   50] | d_loss: 0.7355 | g_loss: 0.2716
Epoch [    3/   50] | d_loss: 0.2815 | g_loss: 0.5335
Epoch [    4/   50] | d_loss: 0.3191 | g_loss: 0.6955
Epoch [    4/   50] | d_loss: 0.2675 | g_loss: 0.6521
Epoch [    4/   50] | d_loss: 0.1545 | g_loss: 1.0667
Epoch [    4/   50] | d_loss: 0.2884 | g_loss: 0.9420
Epoch [    4/   50] | d_loss: 0.2234 | g_loss: 0.5805
Epoch [    4/   50] | d_loss: 0.2385 | g_loss: 0.6047
Epoch [    4/   50] | d_loss: 0.2788 | g_loss: 0.5355
Epoch [    4/   50] | d_loss: 0.1766 | g_loss: 0.4887
Epoch [    4/   50] | d_loss: 0.2190 | g_loss: 0.7563
Epoch [    4/   50] | d_loss: 0.1673 | g_loss: 0.5203
Epoch [    4/   50] | d_loss: 0.1563 | g_loss: 0.5460
Epoch [    4/   50] | d_loss: 0.3571 | g_loss: 0.2749
Epoch [    4/   50] | d_loss: 0.3175 | g_loss: 0.8581
Epoch [    4/   50] | d_loss: 0.3889 | g_loss: 0.3042
Epoch [    4/   50] | d_loss: 0.4969 | g_loss: 0.2874
Epoch [    4/   50] | d_loss: 0.3110 | g_loss: 0.4077
Epoch [    4/   50] | d_loss: 0.1800 | g_loss: 0.7741
Epoch [    4/   50] | d_loss: 0.2075 | g_loss: 0.5866
Epoch [    4/   50] | d_loss: 0.1639 | g_loss: 1.4171
Epoch [    4/   50] | d_loss: 0.1977 | g_loss: 0.4463
Epoch [    4/   50] | d_loss: 0.2101 | g_loss: 0.4786
Epoch [    4/   50] | d_loss: 0.3590 | g_loss: 0.6935
Epoch [    4/   50] | d_loss: 0.3374 | g_loss: 0.5257
Epoch [    4/   50] | d_loss: 0.2516 | g_loss: 0.6214
Epoch [    4/   50] | d_loss: 0.2439 | g_loss: 0.9709
Epoch [    4/   50] | d_loss: 0.2899 | g_loss: 0.6965
Epoch [    4/   50] | d_loss: 0.3573 | g_loss: 0.2468
Epoch [    4/   50] | d_loss: 0.2358 | g_loss: 0.3774
Epoch [    4/   50] | d_loss: 0.2579 | g_loss: 0.5765
Epoch [    4/   50] | d_loss: 0.3566 | g_loss: 0.6406
Epoch [    4/   50] | d_loss: 0.2610 | g_loss: 0.2655
Epoch [    4/   50] | d_loss: 0.3725 | g_loss: 0.5864
Epoch [    4/   50] | d_loss: 0.3284 | g_loss: 0.2795
Epoch [    4/   50] | d_loss: 0.2619 | g_loss: 0.8019
Epoch [    4/   50] | d_loss: 0.3384 | g_loss: 0.3439
Epoch [    4/   50] | d_loss: 0.2290 | g_loss: 0.5629
Epoch [    4/   50] | d_loss: 0.3786 | g_loss: 0.4431
Epoch [    4/   50] | d_loss: 0.2224 | g_loss: 0.4959
Epoch [    4/   50] | d_loss: 0.3501 | g_loss: 0.5094
Epoch [    4/   50] | d_loss: 0.3168 | g_loss: 0.6730
Epoch [    4/   50] | d_loss: 0.1789 | g_loss: 0.8216
Epoch [    4/   50] | d_loss: 0.2549 | g_loss: 0.7118
Epoch [    4/   50] | d_loss: 0.2435 | g_loss: 0.4559
Epoch [    4/   50] | d_loss: 0.2015 | g_loss: 0.7601
Epoch [    4/   50] | d_loss: 0.1712 | g_loss: 0.3719
Epoch [    4/   50] | d_loss: 0.3552 | g_loss: 0.2916
Epoch [    4/   50] | d_loss: 0.2076 | g_loss: 0.6354
Epoch [    4/   50] | d_loss: 0.3031 | g_loss: 0.3346
Epoch [    4/   50] | d_loss: 0.3712 | g_loss: 0.6006
Epoch [    4/   50] | d_loss: 0.2045 | g_loss: 0.7931
Epoch [    4/   50] | d_loss: 0.2984 | g_loss: 0.5086
Epoch [    4/   50] | d_loss: 0.3099 | g_loss: 0.5882
Epoch [    4/   50] | d_loss: 0.2591 | g_loss: 0.3716
Epoch [    4/   50] | d_loss: 0.1723 | g_loss: 1.2139
Epoch [    4/   50] | d_loss: 0.4128 | g_loss: 0.5341
Epoch [    4/   50] | d_loss: 0.2917 | g_loss: 0.5064
Epoch [    4/   50] | d_loss: 0.3416 | g_loss: 0.7326
Epoch [    5/   50] | d_loss: 0.2175 | g_loss: 0.6640
Epoch [    5/   50] | d_loss: 0.3159 | g_loss: 0.6872
Epoch [    5/   50] | d_loss: 0.3034 | g_loss: 0.7253
Epoch [    5/   50] | d_loss: 0.3215 | g_loss: 0.8745
Epoch [    5/   50] | d_loss: 0.1689 | g_loss: 0.6168
Epoch [    5/   50] | d_loss: 0.2878 | g_loss: 0.4171
Epoch [    5/   50] | d_loss: 0.4875 | g_loss: 0.7145
Epoch [    5/   50] | d_loss: 0.1893 | g_loss: 0.6396
Epoch [    5/   50] | d_loss: 0.2214 | g_loss: 0.6124
Epoch [    5/   50] | d_loss: 0.2517 | g_loss: 0.9357
Epoch [    5/   50] | d_loss: 0.1947 | g_loss: 0.5251
Epoch [    5/   50] | d_loss: 0.2154 | g_loss: 0.8668
Epoch [    5/   50] | d_loss: 0.3039 | g_loss: 0.7946
Epoch [    5/   50] | d_loss: 0.2306 | g_loss: 0.5015
Epoch [    5/   50] | d_loss: 0.4521 | g_loss: 0.4290
Epoch [    5/   50] | d_loss: 0.2989 | g_loss: 1.1408
Epoch [    5/   50] | d_loss: 0.2610 | g_loss: 0.7342
Epoch [    5/   50] | d_loss: 0.2551 | g_loss: 0.4916
Epoch [    5/   50] | d_loss: 0.2353 | g_loss: 0.8829
Epoch [    5/   50] | d_loss: 0.2076 | g_loss: 0.7336
Epoch [    5/   50] | d_loss: 0.4734 | g_loss: 0.8339
Epoch [    5/   50] | d_loss: 0.3651 | g_loss: 0.6161
Epoch [    5/   50] | d_loss: 0.2153 | g_loss: 0.7062
Epoch [    5/   50] | d_loss: 0.3096 | g_loss: 0.8673
Epoch [    5/   50] | d_loss: 0.2072 | g_loss: 0.7452
Epoch [    5/   50] | d_loss: 0.2073 | g_loss: 0.7732
Epoch [    5/   50] | d_loss: 0.1748 | g_loss: 1.0634
Epoch [    5/   50] | d_loss: 0.2715 | g_loss: 0.7433
Epoch [    5/   50] | d_loss: 0.4295 | g_loss: 0.8354
Epoch [    5/   50] | d_loss: 0.2207 | g_loss: 0.7363
Epoch [    5/   50] | d_loss: 0.2464 | g_loss: 0.2994
Epoch [    5/   50] | d_loss: 0.2124 | g_loss: 0.7429
Epoch [    5/   50] | d_loss: 0.2953 | g_loss: 0.5508
Epoch [    5/   50] | d_loss: 0.2320 | g_loss: 0.6570
Epoch [    5/   50] | d_loss: 0.2367 | g_loss: 0.7301
Epoch [    5/   50] | d_loss: 0.3229 | g_loss: 0.6113
Epoch [    5/   50] | d_loss: 0.2348 | g_loss: 0.6996
Epoch [    5/   50] | d_loss: 0.2840 | g_loss: 0.7949
Epoch [    5/   50] | d_loss: 0.2324 | g_loss: 0.4957
Epoch [    5/   50] | d_loss: 0.2265 | g_loss: 0.7742
Epoch [    5/   50] | d_loss: 0.2553 | g_loss: 0.6310
Epoch [    5/   50] | d_loss: 0.1574 | g_loss: 0.7332
Epoch [    5/   50] | d_loss: 0.3130 | g_loss: 0.8600
Epoch [    5/   50] | d_loss: 0.2462 | g_loss: 0.4374
Epoch [    5/   50] | d_loss: 0.1455 | g_loss: 1.1658
Epoch [    5/   50] | d_loss: 0.2328 | g_loss: 0.4916
Epoch [    5/   50] | d_loss: 0.2417 | g_loss: 0.7442
Epoch [    5/   50] | d_loss: 0.4393 | g_loss: 0.6480
Epoch [    5/   50] | d_loss: 0.2011 | g_loss: 0.7038
Epoch [    5/   50] | d_loss: 0.1964 | g_loss: 0.3975
Epoch [    5/   50] | d_loss: 0.3714 | g_loss: 0.3114
Epoch [    5/   50] | d_loss: 0.1710 | g_loss: 0.5926
Epoch [    5/   50] | d_loss: 0.2950 | g_loss: 0.4621
Epoch [    5/   50] | d_loss: 0.2174 | g_loss: 0.7022
Epoch [    5/   50] | d_loss: 0.4131 | g_loss: 1.8269
Epoch [    5/   50] | d_loss: 0.2198 | g_loss: 0.5451
Epoch [    5/   50] | d_loss: 0.2464 | g_loss: 0.3861
Epoch [    6/   50] | d_loss: 0.1250 | g_loss: 0.7578
Epoch [    6/   50] | d_loss: 0.1688 | g_loss: 0.6197
Epoch [    6/   50] | d_loss: 0.2185 | g_loss: 0.7535
Epoch [    6/   50] | d_loss: 0.1604 | g_loss: 0.8561
Epoch [    6/   50] | d_loss: 0.2018 | g_loss: 0.7910
Epoch [    6/   50] | d_loss: 0.2780 | g_loss: 0.3487
Epoch [    6/   50] | d_loss: 0.1093 | g_loss: 0.7340
Epoch [    6/   50] | d_loss: 0.2859 | g_loss: 0.3872
Epoch [    6/   50] | d_loss: 0.1341 | g_loss: 0.8408
Epoch [    6/   50] | d_loss: 0.2150 | g_loss: 0.6610
Epoch [    6/   50] | d_loss: 0.2232 | g_loss: 1.0263
Epoch [    6/   50] | d_loss: 0.1944 | g_loss: 0.6747
Epoch [    6/   50] | d_loss: 0.6305 | g_loss: 0.3455
Epoch [    6/   50] | d_loss: 0.2826 | g_loss: 0.6139
Epoch [    6/   50] | d_loss: 0.1573 | g_loss: 1.0469
Epoch [    6/   50] | d_loss: 0.2515 | g_loss: 0.3832
Epoch [    6/   50] | d_loss: 0.3958 | g_loss: 0.6906
Epoch [    6/   50] | d_loss: 0.2602 | g_loss: 0.5961
Epoch [    6/   50] | d_loss: 0.2689 | g_loss: 0.4907
Epoch [    6/   50] | d_loss: 0.3267 | g_loss: 0.4999
Epoch [    6/   50] | d_loss: 0.1374 | g_loss: 0.4662
Epoch [    6/   50] | d_loss: 0.2496 | g_loss: 0.5128
Epoch [    6/   50] | d_loss: 0.1378 | g_loss: 0.4346
Epoch [    6/   50] | d_loss: 0.1516 | g_loss: 0.7067
Epoch [    6/   50] | d_loss: 0.2434 | g_loss: 0.4901
Epoch [    6/   50] | d_loss: 0.2654 | g_loss: 0.3838
Epoch [    6/   50] | d_loss: 0.2527 | g_loss: 0.6198
Epoch [    6/   50] | d_loss: 0.2661 | g_loss: 0.7633
Epoch [    6/   50] | d_loss: 0.3142 | g_loss: 0.6736
Epoch [    6/   50] | d_loss: 0.1615 | g_loss: 0.8211
Epoch [    6/   50] | d_loss: 0.2643 | g_loss: 0.7779
Epoch [    6/   50] | d_loss: 0.1857 | g_loss: 0.6305
Epoch [    6/   50] | d_loss: 0.1723 | g_loss: 0.6439
Epoch [    6/   50] | d_loss: 0.3554 | g_loss: 0.5905
Epoch [    6/   50] | d_loss: 0.2507 | g_loss: 0.7431
Epoch [    6/   50] | d_loss: 0.3433 | g_loss: 0.5170
Epoch [    6/   50] | d_loss: 0.2043 | g_loss: 0.6029
Epoch [    6/   50] | d_loss: 0.2734 | g_loss: 0.7783
Epoch [    6/   50] | d_loss: 0.2259 | g_loss: 0.5790
Epoch [    6/   50] | d_loss: 0.2276 | g_loss: 0.4312
Epoch [    6/   50] | d_loss: 0.3743 | g_loss: 1.1703
Epoch [    6/   50] | d_loss: 0.2907 | g_loss: 0.6512
Epoch [    6/   50] | d_loss: 0.4455 | g_loss: 1.0978
Epoch [    6/   50] | d_loss: 0.2802 | g_loss: 0.3143
Epoch [    6/   50] | d_loss: 0.3841 | g_loss: 0.5177
Epoch [    6/   50] | d_loss: 0.4838 | g_loss: 0.4720
Epoch [    6/   50] | d_loss: 0.4721 | g_loss: 0.3146
Epoch [    6/   50] | d_loss: 0.1546 | g_loss: 0.8728
Epoch [    6/   50] | d_loss: 0.1365 | g_loss: 0.5485
Epoch [    6/   50] | d_loss: 0.3683 | g_loss: 0.4704
Epoch [    6/   50] | d_loss: 0.2242 | g_loss: 1.0736
Epoch [    6/   50] | d_loss: 0.1754 | g_loss: 0.8314
Epoch [    6/   50] | d_loss: 0.2889 | g_loss: 0.3540
Epoch [    6/   50] | d_loss: 0.2281 | g_loss: 0.4172
Epoch [    6/   50] | d_loss: 0.2543 | g_loss: 0.5957
Epoch [    6/   50] | d_loss: 0.2692 | g_loss: 0.3272
Epoch [    6/   50] | d_loss: 0.3064 | g_loss: 0.4926
Epoch [    7/   50] | d_loss: 0.2662 | g_loss: 0.4571
Epoch [    7/   50] | d_loss: 0.1219 | g_loss: 0.6938
Epoch [    7/   50] | d_loss: 0.2949 | g_loss: 0.3872
Epoch [    7/   50] | d_loss: 0.0931 | g_loss: 0.8660
Epoch [    7/   50] | d_loss: 0.2175 | g_loss: 0.7457
Epoch [    7/   50] | d_loss: 0.2399 | g_loss: 0.8079
Epoch [    7/   50] | d_loss: 0.1848 | g_loss: 0.6098
Epoch [    7/   50] | d_loss: 0.3400 | g_loss: 0.9150
Epoch [    7/   50] | d_loss: 0.6130 | g_loss: 0.3224
Epoch [    7/   50] | d_loss: 0.2706 | g_loss: 0.4465
Epoch [    7/   50] | d_loss: 0.3206 | g_loss: 1.0979
Epoch [    7/   50] | d_loss: 0.4057 | g_loss: 0.5887
Epoch [    7/   50] | d_loss: 0.1570 | g_loss: 0.6324
Epoch [    7/   50] | d_loss: 0.0778 | g_loss: 1.0155
Epoch [    7/   50] | d_loss: 0.3019 | g_loss: 0.4197
Epoch [    7/   50] | d_loss: 0.1677 | g_loss: 0.7076
Epoch [    7/   50] | d_loss: 0.2014 | g_loss: 0.7953
Epoch [    7/   50] | d_loss: 0.3112 | g_loss: 0.9217
Epoch [    7/   50] | d_loss: 0.2744 | g_loss: 0.7779
Epoch [    7/   50] | d_loss: 0.2303 | g_loss: 0.3566
Epoch [    7/   50] | d_loss: 0.1936 | g_loss: 0.5893
Epoch [    7/   50] | d_loss: 0.3952 | g_loss: 0.9448
Epoch [    7/   50] | d_loss: 0.1940 | g_loss: 0.8769
Epoch [    7/   50] | d_loss: 0.1749 | g_loss: 0.9018
Epoch [    7/   50] | d_loss: 0.1695 | g_loss: 0.5678
Epoch [    7/   50] | d_loss: 0.1386 | g_loss: 1.0381
Epoch [    7/   50] | d_loss: 0.1772 | g_loss: 0.5938
Epoch [    7/   50] | d_loss: 0.2159 | g_loss: 0.5301
Epoch [    7/   50] | d_loss: 0.2261 | g_loss: 0.5420
Epoch [    7/   50] | d_loss: 0.1311 | g_loss: 0.5895
Epoch [    7/   50] | d_loss: 0.2783 | g_loss: 0.3000
Epoch [    7/   50] | d_loss: 0.0913 | g_loss: 1.4578
Epoch [    7/   50] | d_loss: 0.3603 | g_loss: 0.6344
Epoch [    7/   50] | d_loss: 0.2135 | g_loss: 0.5903
Epoch [    7/   50] | d_loss: 0.2361 | g_loss: 0.7980
Epoch [    7/   50] | d_loss: 0.3585 | g_loss: 0.6894
Epoch [    7/   50] | d_loss: 0.1703 | g_loss: 0.9755
Epoch [    7/   50] | d_loss: 0.2249 | g_loss: 0.5417
Epoch [    7/   50] | d_loss: 0.1549 | g_loss: 0.7242
Epoch [    7/   50] | d_loss: 0.2876 | g_loss: 0.6887
Epoch [    7/   50] | d_loss: 0.2130 | g_loss: 0.9184
Epoch [    7/   50] | d_loss: 0.3074 | g_loss: 0.5177
Epoch [    7/   50] | d_loss: 0.1874 | g_loss: 0.9731
Epoch [    7/   50] | d_loss: 0.2382 | g_loss: 0.6675
Epoch [    7/   50] | d_loss: 0.2317 | g_loss: 0.3372
Epoch [    7/   50] | d_loss: 0.1350 | g_loss: 0.7048
Epoch [    7/   50] | d_loss: 0.2724 | g_loss: 0.8318
Epoch [    7/   50] | d_loss: 0.5628 | g_loss: 0.1043
Epoch [    7/   50] | d_loss: 0.1403 | g_loss: 0.4817
Epoch [    7/   50] | d_loss: 0.1616 | g_loss: 0.9369
Epoch [    7/   50] | d_loss: 0.5006 | g_loss: 0.8042
Epoch [    7/   50] | d_loss: 0.1518 | g_loss: 0.8559
Epoch [    7/   50] | d_loss: 0.2964 | g_loss: 0.7248
Epoch [    7/   50] | d_loss: 0.1330 | g_loss: 0.4480
Epoch [    7/   50] | d_loss: 0.3403 | g_loss: 0.3222
Epoch [    7/   50] | d_loss: 0.2022 | g_loss: 0.3696
Epoch [    7/   50] | d_loss: 0.2278 | g_loss: 0.6133
Epoch [    8/   50] | d_loss: 0.3886 | g_loss: 0.9432
Epoch [    8/   50] | d_loss: 0.2352 | g_loss: 0.5791
Epoch [    8/   50] | d_loss: 0.2086 | g_loss: 1.2082
Epoch [    8/   50] | d_loss: 0.2238 | g_loss: 0.5029
Epoch [    8/   50] | d_loss: 0.1128 | g_loss: 0.8274
Epoch [    8/   50] | d_loss: 0.2380 | g_loss: 0.4160
Epoch [    8/   50] | d_loss: 0.1465 | g_loss: 0.4072
Epoch [    8/   50] | d_loss: 0.2851 | g_loss: 0.4928
Epoch [    8/   50] | d_loss: 0.1442 | g_loss: 0.9317
Epoch [    8/   50] | d_loss: 0.1512 | g_loss: 0.8473
Epoch [    8/   50] | d_loss: 0.1974 | g_loss: 0.7053
Epoch [    8/   50] | d_loss: 0.1714 | g_loss: 0.9356
Epoch [    8/   50] | d_loss: 0.2328 | g_loss: 0.7870
Epoch [    8/   50] | d_loss: 0.1550 | g_loss: 0.4152
Epoch [    8/   50] | d_loss: 0.1757 | g_loss: 0.6221
Epoch [    8/   50] | d_loss: 0.2345 | g_loss: 0.3401
Epoch [    8/   50] | d_loss: 0.2705 | g_loss: 0.5526
Epoch [    8/   50] | d_loss: 0.3174 | g_loss: 0.5735
Epoch [    8/   50] | d_loss: 0.1564 | g_loss: 0.6311
Epoch [    8/   50] | d_loss: 0.1932 | g_loss: 0.5270
Epoch [    8/   50] | d_loss: 0.2038 | g_loss: 0.8832
Epoch [    8/   50] | d_loss: 0.3662 | g_loss: 0.4727
Epoch [    8/   50] | d_loss: 0.3392 | g_loss: 0.3417
Epoch [    8/   50] | d_loss: 0.2325 | g_loss: 0.6282
Epoch [    8/   50] | d_loss: 0.1491 | g_loss: 0.8310
Epoch [    8/   50] | d_loss: 0.2413 | g_loss: 0.5508
Epoch [    8/   50] | d_loss: 0.2745 | g_loss: 0.2812
Epoch [    8/   50] | d_loss: 0.3039 | g_loss: 0.3489
Epoch [    8/   50] | d_loss: 0.2174 | g_loss: 0.9685
Epoch [    8/   50] | d_loss: 0.1133 | g_loss: 0.4542
Epoch [    8/   50] | d_loss: 0.2459 | g_loss: 0.7911
Epoch [    8/   50] | d_loss: 0.2344 | g_loss: 0.7075
Epoch [    8/   50] | d_loss: 0.3273 | g_loss: 0.5083
Epoch [    8/   50] | d_loss: 0.1402 | g_loss: 0.8764
Epoch [    8/   50] | d_loss: 0.1046 | g_loss: 1.3533
Epoch [    8/   50] | d_loss: 0.3914 | g_loss: 0.8199
Epoch [    8/   50] | d_loss: 0.2246 | g_loss: 0.6649
Epoch [    8/   50] | d_loss: 0.2962 | g_loss: 0.8934
Epoch [    8/   50] | d_loss: 0.2282 | g_loss: 0.9582
Epoch [    8/   50] | d_loss: 0.2256 | g_loss: 0.3854
Epoch [    8/   50] | d_loss: 0.2440 | g_loss: 0.6770
Epoch [    8/   50] | d_loss: 0.2604 | g_loss: 0.6366
Epoch [    8/   50] | d_loss: 0.1674 | g_loss: 0.7630
Epoch [    8/   50] | d_loss: 0.1440 | g_loss: 0.6479
Epoch [    8/   50] | d_loss: 0.2322 | g_loss: 0.4308
Epoch [    8/   50] | d_loss: 0.1782 | g_loss: 0.9835
Epoch [    8/   50] | d_loss: 0.1618 | g_loss: 0.6457
Epoch [    8/   50] | d_loss: 0.1700 | g_loss: 0.9955
Epoch [    8/   50] | d_loss: 0.1002 | g_loss: 0.7698
Epoch [    8/   50] | d_loss: 0.3472 | g_loss: 0.7407
Epoch [    8/   50] | d_loss: 0.2474 | g_loss: 0.4680
Epoch [    8/   50] | d_loss: 0.2636 | g_loss: 0.4051
Epoch [    8/   50] | d_loss: 0.1925 | g_loss: 0.5990
Epoch [    8/   50] | d_loss: 0.1688 | g_loss: 0.6108
Epoch [    8/   50] | d_loss: 0.2634 | g_loss: 0.3320
Epoch [    8/   50] | d_loss: 0.1368 | g_loss: 0.9048
Epoch [    8/   50] | d_loss: 0.1428 | g_loss: 0.6916
Epoch [    9/   50] | d_loss: 0.2575 | g_loss: 1.2437
Epoch [    9/   50] | d_loss: 0.1927 | g_loss: 0.7041
Epoch [    9/   50] | d_loss: 0.0952 | g_loss: 0.7361
Epoch [    9/   50] | d_loss: 0.2191 | g_loss: 0.5586
Epoch [    9/   50] | d_loss: 0.1673 | g_loss: 1.1336
Epoch [    9/   50] | d_loss: 0.1727 | g_loss: 0.8822
Epoch [    9/   50] | d_loss: 0.1201 | g_loss: 0.5288
Epoch [    9/   50] | d_loss: 0.1521 | g_loss: 0.5707
Epoch [    9/   50] | d_loss: 0.1609 | g_loss: 0.5770
Epoch [    9/   50] | d_loss: 0.1995 | g_loss: 0.2246
Epoch [    9/   50] | d_loss: 0.1327 | g_loss: 0.8235
Epoch [    9/   50] | d_loss: 0.1504 | g_loss: 0.4049
Epoch [    9/   50] | d_loss: 0.0925 | g_loss: 0.5615
Epoch [    9/   50] | d_loss: 0.2739 | g_loss: 0.7203
Epoch [    9/   50] | d_loss: 0.2903 | g_loss: 0.6060
Epoch [    9/   50] | d_loss: 0.2280 | g_loss: 0.7903
Epoch [    9/   50] | d_loss: 0.1518 | g_loss: 0.9342
Epoch [    9/   50] | d_loss: 0.2496 | g_loss: 0.6355
Epoch [    9/   50] | d_loss: 0.2666 | g_loss: 0.6254
Epoch [    9/   50] | d_loss: 0.2045 | g_loss: 0.4427
Epoch [    9/   50] | d_loss: 0.1718 | g_loss: 1.1558
Epoch [    9/   50] | d_loss: 0.2922 | g_loss: 0.9854
Epoch [    9/   50] | d_loss: 0.1867 | g_loss: 0.7287
Epoch [    9/   50] | d_loss: 0.1463 | g_loss: 0.7198
Epoch [    9/   50] | d_loss: 0.3124 | g_loss: 0.6748
Epoch [    9/   50] | d_loss: 0.2414 | g_loss: 0.7916
Epoch [    9/   50] | d_loss: 0.3542 | g_loss: 0.8385
Epoch [    9/   50] | d_loss: 0.3355 | g_loss: 0.5175
Epoch [    9/   50] | d_loss: 0.3060 | g_loss: 0.4181
Epoch [    9/   50] | d_loss: 0.1600 | g_loss: 0.5972
Epoch [    9/   50] | d_loss: 0.1042 | g_loss: 0.7919
Epoch [    9/   50] | d_loss: 0.1522 | g_loss: 0.6261
Epoch [    9/   50] | d_loss: 0.2334 | g_loss: 0.8921
Epoch [    9/   50] | d_loss: 0.2035 | g_loss: 0.5713
Epoch [    9/   50] | d_loss: 0.1292 | g_loss: 1.0201
Epoch [    9/   50] | d_loss: 0.2226 | g_loss: 0.5250
Epoch [    9/   50] | d_loss: 0.2313 | g_loss: 0.7339
Epoch [    9/   50] | d_loss: 0.2476 | g_loss: 0.6586
Epoch [    9/   50] | d_loss: 0.3426 | g_loss: 0.5163
Epoch [    9/   50] | d_loss: 0.2671 | g_loss: 0.5018
Epoch [    9/   50] | d_loss: 0.1116 | g_loss: 0.5846
Epoch [    9/   50] | d_loss: 0.2338 | g_loss: 0.7967
Epoch [    9/   50] | d_loss: 0.0946 | g_loss: 1.2618
Epoch [    9/   50] | d_loss: 0.1467 | g_loss: 0.6385
Epoch [    9/   50] | d_loss: 0.1743 | g_loss: 0.7822
Epoch [    9/   50] | d_loss: 0.1350 | g_loss: 0.4432
Epoch [    9/   50] | d_loss: 0.2923 | g_loss: 0.5426
Epoch [    9/   50] | d_loss: 0.0762 | g_loss: 0.9760
Epoch [    9/   50] | d_loss: 0.3641 | g_loss: 0.1519
Epoch [    9/   50] | d_loss: 0.2253 | g_loss: 0.3822
Epoch [    9/   50] | d_loss: 0.1755 | g_loss: 0.5460
Epoch [    9/   50] | d_loss: 0.2151 | g_loss: 0.7729
Epoch [    9/   50] | d_loss: 0.1130 | g_loss: 0.7054
Epoch [    9/   50] | d_loss: 0.2728 | g_loss: 0.4211
Epoch [    9/   50] | d_loss: 0.1928 | g_loss: 1.0115
Epoch [    9/   50] | d_loss: 0.2342 | g_loss: 0.6105
Epoch [    9/   50] | d_loss: 0.2355 | g_loss: 0.7612
Epoch [   10/   50] | d_loss: 0.1688 | g_loss: 0.6471
Epoch [   10/   50] | d_loss: 0.2534 | g_loss: 0.3427
Epoch [   10/   50] | d_loss: 0.1691 | g_loss: 0.7964
Epoch [   10/   50] | d_loss: 0.3257 | g_loss: 0.5018
Epoch [   10/   50] | d_loss: 0.1508 | g_loss: 0.5124
Epoch [   10/   50] | d_loss: 0.1233 | g_loss: 0.4564
Epoch [   10/   50] | d_loss: 0.2005 | g_loss: 0.6519
Epoch [   10/   50] | d_loss: 0.1604 | g_loss: 0.7166
Epoch [   10/   50] | d_loss: 0.0868 | g_loss: 1.2391
Epoch [   10/   50] | d_loss: 0.1569 | g_loss: 0.6445
Epoch [   10/   50] | d_loss: 0.2407 | g_loss: 0.3945
Epoch [   10/   50] | d_loss: 0.1354 | g_loss: 0.6349
Epoch [   10/   50] | d_loss: 0.0963 | g_loss: 0.9817
Epoch [   10/   50] | d_loss: 0.1842 | g_loss: 0.5691
Epoch [   10/   50] | d_loss: 0.2693 | g_loss: 0.1481
Epoch [   10/   50] | d_loss: 0.0828 | g_loss: 1.3229
Epoch [   10/   50] | d_loss: 0.3123 | g_loss: 0.6355
Epoch [   10/   50] | d_loss: 0.1965 | g_loss: 0.6369
Epoch [   10/   50] | d_loss: 0.1864 | g_loss: 0.6396
Epoch [   10/   50] | d_loss: 0.1294 | g_loss: 0.6108
Epoch [   10/   50] | d_loss: 0.1564 | g_loss: 0.7330
Epoch [   10/   50] | d_loss: 0.1034 | g_loss: 0.7817
Epoch [   10/   50] | d_loss: 0.1295 | g_loss: 0.8308
Epoch [   10/   50] | d_loss: 0.2737 | g_loss: 0.4110
Epoch [   10/   50] | d_loss: 0.1395 | g_loss: 0.7819
Epoch [   10/   50] | d_loss: 0.5296 | g_loss: 0.5289
Epoch [   10/   50] | d_loss: 0.1968 | g_loss: 0.8555
Epoch [   10/   50] | d_loss: 0.1328 | g_loss: 0.6363
Epoch [   10/   50] | d_loss: 0.1334 | g_loss: 1.1830
Epoch [   10/   50] | d_loss: 0.0805 | g_loss: 1.1197
Epoch [   10/   50] | d_loss: 0.1904 | g_loss: 0.4234
Epoch [   10/   50] | d_loss: 0.2033 | g_loss: 0.7548
Epoch [   10/   50] | d_loss: 0.1136 | g_loss: 0.8140
Epoch [   10/   50] | d_loss: 0.1681 | g_loss: 0.5129
Epoch [   10/   50] | d_loss: 0.1554 | g_loss: 1.1287
Epoch [   10/   50] | d_loss: 0.2112 | g_loss: 0.5648
Epoch [   10/   50] | d_loss: 0.0888 | g_loss: 1.0793
Epoch [   10/   50] | d_loss: 0.3281 | g_loss: 0.4914
Epoch [   10/   50] | d_loss: 0.1334 | g_loss: 0.3414
Epoch [   10/   50] | d_loss: 0.1237 | g_loss: 0.5396
Epoch [   10/   50] | d_loss: 0.1303 | g_loss: 0.7772
Epoch [   10/   50] | d_loss: 0.1897 | g_loss: 0.9792
Epoch [   10/   50] | d_loss: 0.1446 | g_loss: 0.7988
Epoch [   10/   50] | d_loss: 0.1787 | g_loss: 0.5831
Epoch [   10/   50] | d_loss: 0.2271 | g_loss: 0.7952
Epoch [   10/   50] | d_loss: 0.3063 | g_loss: 0.4847
Epoch [   10/   50] | d_loss: 0.2780 | g_loss: 0.6266
Epoch [   10/   50] | d_loss: 0.2523 | g_loss: 0.9331
Epoch [   10/   50] | d_loss: 0.2943 | g_loss: 0.2454
Epoch [   10/   50] | d_loss: 0.1761 | g_loss: 0.8777
Epoch [   10/   50] | d_loss: 0.2169 | g_loss: 0.6124
Epoch [   10/   50] | d_loss: 0.2482 | g_loss: 0.4732
Epoch [   10/   50] | d_loss: 0.1822 | g_loss: 0.8724
Epoch [   10/   50] | d_loss: 0.0685 | g_loss: 1.1414
Epoch [   10/   50] | d_loss: 0.1695 | g_loss: 0.4533
Epoch [   10/   50] | d_loss: 0.3423 | g_loss: 0.9414
Epoch [   10/   50] | d_loss: 0.1387 | g_loss: 0.8353
Epoch [   11/   50] | d_loss: 0.3085 | g_loss: 0.4871
Epoch [   11/   50] | d_loss: 0.1975 | g_loss: 0.6736
Epoch [   11/   50] | d_loss: 0.1653 | g_loss: 0.7333
Epoch [   11/   50] | d_loss: 0.2220 | g_loss: 0.8255
Epoch [   11/   50] | d_loss: 0.3959 | g_loss: 1.1165
Epoch [   11/   50] | d_loss: 0.1482 | g_loss: 0.4157
Epoch [   11/   50] | d_loss: 0.2289 | g_loss: 0.5198
Epoch [   11/   50] | d_loss: 0.2319 | g_loss: 0.4094
Epoch [   11/   50] | d_loss: 0.1189 | g_loss: 1.2119
Epoch [   11/   50] | d_loss: 0.1505 | g_loss: 0.7998
Epoch [   11/   50] | d_loss: 0.2182 | g_loss: 0.3992
Epoch [   11/   50] | d_loss: 0.2454 | g_loss: 0.9373
Epoch [   11/   50] | d_loss: 0.3179 | g_loss: 0.8964
Epoch [   11/   50] | d_loss: 0.1583 | g_loss: 0.5213
Epoch [   11/   50] | d_loss: 0.2063 | g_loss: 0.4671
Epoch [   11/   50] | d_loss: 0.1059 | g_loss: 0.7049
Epoch [   11/   50] | d_loss: 0.3560 | g_loss: 0.7346
Epoch [   11/   50] | d_loss: 0.1394 | g_loss: 0.6670
Epoch [   11/   50] | d_loss: 0.2081 | g_loss: 0.4296
Epoch [   11/   50] | d_loss: 0.1253 | g_loss: 0.7124
Epoch [   11/   50] | d_loss: 0.1079 | g_loss: 0.7962
Epoch [   11/   50] | d_loss: 0.2706 | g_loss: 0.3187
Epoch [   11/   50] | d_loss: 0.0972 | g_loss: 0.7134
Epoch [   11/   50] | d_loss: 0.2037 | g_loss: 0.9328
Epoch [   11/   50] | d_loss: 0.1693 | g_loss: 0.3455
Epoch [   11/   50] | d_loss: 0.3691 | g_loss: 0.3694
Epoch [   11/   50] | d_loss: 0.1125 | g_loss: 0.4101
Epoch [   11/   50] | d_loss: 0.1263 | g_loss: 0.3963
Epoch [   11/   50] | d_loss: 0.0990 | g_loss: 0.6323
Epoch [   11/   50] | d_loss: 0.1540 | g_loss: 0.4322
Epoch [   11/   50] | d_loss: 0.1880 | g_loss: 1.0339
Epoch [   11/   50] | d_loss: 0.2826 | g_loss: 0.4766
Epoch [   11/   50] | d_loss: 0.1785 | g_loss: 0.4410
Epoch [   11/   50] | d_loss: 0.0805 | g_loss: 0.9146
Epoch [   11/   50] | d_loss: 0.1623 | g_loss: 0.9522
Epoch [   11/   50] | d_loss: 0.2192 | g_loss: 0.5730
Epoch [   11/   50] | d_loss: 0.2588 | g_loss: 0.5563
Epoch [   11/   50] | d_loss: 0.1247 | g_loss: 0.5809
Epoch [   11/   50] | d_loss: 0.1859 | g_loss: 0.6134
Epoch [   11/   50] | d_loss: 0.2115 | g_loss: 0.4972
Epoch [   11/   50] | d_loss: 0.1014 | g_loss: 1.0128
Epoch [   11/   50] | d_loss: 0.1325 | g_loss: 0.7850
Epoch [   11/   50] | d_loss: 0.2896 | g_loss: 1.1969
Epoch [   11/   50] | d_loss: 0.1755 | g_loss: 0.4512
Epoch [   11/   50] | d_loss: 0.2224 | g_loss: 0.7619
Epoch [   11/   50] | d_loss: 0.1431 | g_loss: 0.7033
Epoch [   11/   50] | d_loss: 0.0858 | g_loss: 0.7647
Epoch [   11/   50] | d_loss: 0.1540 | g_loss: 0.2785
Epoch [   11/   50] | d_loss: 0.2530 | g_loss: 0.3941
Epoch [   11/   50] | d_loss: 0.2233 | g_loss: 0.5978
Epoch [   11/   50] | d_loss: 0.1327 | g_loss: 0.8480
Epoch [   11/   50] | d_loss: 0.2401 | g_loss: 0.9197
Epoch [   11/   50] | d_loss: 0.2637 | g_loss: 0.7127
Epoch [   11/   50] | d_loss: 0.2799 | g_loss: 0.5065
Epoch [   11/   50] | d_loss: 0.1576 | g_loss: 0.3552
Epoch [   11/   50] | d_loss: 0.2898 | g_loss: 0.7687
Epoch [   11/   50] | d_loss: 0.3067 | g_loss: 0.9546
Epoch [   12/   50] | d_loss: 0.1391 | g_loss: 1.2737
Epoch [   12/   50] | d_loss: 0.1850 | g_loss: 0.4639
Epoch [   12/   50] | d_loss: 0.1587 | g_loss: 0.6417
Epoch [   12/   50] | d_loss: 0.1913 | g_loss: 0.6413
Epoch [   12/   50] | d_loss: 0.1253 | g_loss: 0.8135
Epoch [   12/   50] | d_loss: 0.2911 | g_loss: 0.7470
Epoch [   12/   50] | d_loss: 0.0585 | g_loss: 0.9375
Epoch [   12/   50] | d_loss: 0.1698 | g_loss: 0.8292
Epoch [   12/   50] | d_loss: 0.3695 | g_loss: 0.6829
Epoch [   12/   50] | d_loss: 0.1769 | g_loss: 0.5843
Epoch [   12/   50] | d_loss: 0.3063 | g_loss: 0.9440
Epoch [   12/   50] | d_loss: 0.0674 | g_loss: 0.9898
Epoch [   12/   50] | d_loss: 0.1161 | g_loss: 0.9785
Epoch [   12/   50] | d_loss: 0.2174 | g_loss: 0.8401
Epoch [   12/   50] | d_loss: 0.2628 | g_loss: 0.5947
Epoch [   12/   50] | d_loss: 0.1619 | g_loss: 0.9191
Epoch [   12/   50] | d_loss: 0.3425 | g_loss: 0.4507
Epoch [   12/   50] | d_loss: 0.1337 | g_loss: 0.9219
Epoch [   12/   50] | d_loss: 0.2070 | g_loss: 0.8368
Epoch [   12/   50] | d_loss: 0.1981 | g_loss: 0.8877
Epoch [   12/   50] | d_loss: 0.1077 | g_loss: 0.6935
Epoch [   12/   50] | d_loss: 0.2084 | g_loss: 0.7143
Epoch [   12/   50] | d_loss: 0.1439 | g_loss: 0.7032
Epoch [   12/   50] | d_loss: 0.2743 | g_loss: 0.5336
Epoch [   12/   50] | d_loss: 0.1018 | g_loss: 0.9966
Epoch [   12/   50] | d_loss: 0.1051 | g_loss: 0.7755
Epoch [   12/   50] | d_loss: 0.3950 | g_loss: 1.1573
Epoch [   12/   50] | d_loss: 0.1564 | g_loss: 0.5548
Epoch [   12/   50] | d_loss: 0.2162 | g_loss: 0.5770
Epoch [   12/   50] | d_loss: 0.1660 | g_loss: 0.5628
Epoch [   12/   50] | d_loss: 0.1059 | g_loss: 0.8954
Epoch [   12/   50] | d_loss: 0.1780 | g_loss: 0.6927
Epoch [   12/   50] | d_loss: 0.1600 | g_loss: 0.5478
Epoch [   12/   50] | d_loss: 0.1027 | g_loss: 0.8618
Epoch [   12/   50] | d_loss: 0.1155 | g_loss: 0.9889
Epoch [   12/   50] | d_loss: 0.1208 | g_loss: 0.7733
Epoch [   12/   50] | d_loss: 0.1259 | g_loss: 0.6311
Epoch [   12/   50] | d_loss: 0.1217 | g_loss: 1.0619
Epoch [   12/   50] | d_loss: 0.1534 | g_loss: 0.5876
Epoch [   12/   50] | d_loss: 0.2428 | g_loss: 0.6632
Epoch [   12/   50] | d_loss: 0.1159 | g_loss: 0.4348
Epoch [   12/   50] | d_loss: 1.1776 | g_loss: 1.6550
Epoch [   12/   50] | d_loss: 0.1358 | g_loss: 1.1427
Epoch [   12/   50] | d_loss: 0.1732 | g_loss: 0.7362
Epoch [   12/   50] | d_loss: 0.1995 | g_loss: 0.7812
Epoch [   12/   50] | d_loss: 0.1750 | g_loss: 0.9410
Epoch [   12/   50] | d_loss: 0.1745 | g_loss: 0.5796
Epoch [   12/   50] | d_loss: 0.1789 | g_loss: 1.0860
Epoch [   12/   50] | d_loss: 0.1199 | g_loss: 0.5952
Epoch [   12/   50] | d_loss: 0.1833 | g_loss: 0.4640
Epoch [   12/   50] | d_loss: 0.1533 | g_loss: 0.5966
Epoch [   12/   50] | d_loss: 0.0862 | g_loss: 0.7168
Epoch [   12/   50] | d_loss: 0.1585 | g_loss: 0.5644
Epoch [   12/   50] | d_loss: 0.0795 | g_loss: 0.8008
Epoch [   12/   50] | d_loss: 0.1251 | g_loss: 0.6335
Epoch [   12/   50] | d_loss: 0.2581 | g_loss: 1.0556
Epoch [   12/   50] | d_loss: 0.2830 | g_loss: 0.5070
Epoch [   13/   50] | d_loss: 0.1939 | g_loss: 1.6233
Epoch [   13/   50] | d_loss: 0.2574 | g_loss: 1.1579
Epoch [   13/   50] | d_loss: 0.2982 | g_loss: 0.5452
Epoch [   13/   50] | d_loss: 0.1611 | g_loss: 0.9664
Epoch [   13/   50] | d_loss: 0.1246 | g_loss: 0.8510
Epoch [   13/   50] | d_loss: 0.1037 | g_loss: 0.6371
Epoch [   13/   50] | d_loss: 0.2526 | g_loss: 0.7509
Epoch [   13/   50] | d_loss: 0.2370 | g_loss: 0.7382
Epoch [   13/   50] | d_loss: 0.1427 | g_loss: 0.8008
Epoch [   13/   50] | d_loss: 0.1289 | g_loss: 0.5609
Epoch [   13/   50] | d_loss: 0.2815 | g_loss: 0.6723
Epoch [   13/   50] | d_loss: 0.2392 | g_loss: 0.7607
Epoch [   13/   50] | d_loss: 0.2374 | g_loss: 0.5551
Epoch [   13/   50] | d_loss: 0.3508 | g_loss: 1.0145
Epoch [   13/   50] | d_loss: 0.1630 | g_loss: 0.4944
Epoch [   13/   50] | d_loss: 0.2104 | g_loss: 1.1428
Epoch [   13/   50] | d_loss: 0.1010 | g_loss: 0.7998
Epoch [   13/   50] | d_loss: 0.2070 | g_loss: 0.4818
Epoch [   13/   50] | d_loss: 0.1302 | g_loss: 0.6372
Epoch [   13/   50] | d_loss: 0.1519 | g_loss: 0.7400
Epoch [   13/   50] | d_loss: 0.1318 | g_loss: 0.9529
Epoch [   13/   50] | d_loss: 0.2251 | g_loss: 0.5528
Epoch [   13/   50] | d_loss: 0.2434 | g_loss: 0.7658
Epoch [   13/   50] | d_loss: 0.1345 | g_loss: 0.8018
Epoch [   13/   50] | d_loss: 0.1462 | g_loss: 0.8303
Epoch [   13/   50] | d_loss: 0.1085 | g_loss: 0.8493
Epoch [   13/   50] | d_loss: 0.1674 | g_loss: 0.7592
Epoch [   13/   50] | d_loss: 0.1159 | g_loss: 0.5126
Epoch [   13/   50] | d_loss: 0.2115 | g_loss: 0.6345
Epoch [   13/   50] | d_loss: 0.1713 | g_loss: 0.7638
Epoch [   13/   50] | d_loss: 0.1265 | g_loss: 0.8903
Epoch [   13/   50] | d_loss: 0.1956 | g_loss: 0.7169
Epoch [   13/   50] | d_loss: 0.1142 | g_loss: 0.8719
Epoch [   13/   50] | d_loss: 0.0945 | g_loss: 0.6816
Epoch [   13/   50] | d_loss: 0.3002 | g_loss: 0.8710
Epoch [   13/   50] | d_loss: 0.1216 | g_loss: 1.3244
Epoch [   13/   50] | d_loss: 0.2099 | g_loss: 0.7743
Epoch [   13/   50] | d_loss: 0.2164 | g_loss: 0.9945
Epoch [   13/   50] | d_loss: 0.3777 | g_loss: 0.4977
Epoch [   13/   50] | d_loss: 0.2279 | g_loss: 0.6831
Epoch [   13/   50] | d_loss: 0.1727 | g_loss: 0.9492
Epoch [   13/   50] | d_loss: 0.2148 | g_loss: 0.4900
Epoch [   13/   50] | d_loss: 0.1118 | g_loss: 0.5199
Epoch [   13/   50] | d_loss: 0.1279 | g_loss: 0.6474
Epoch [   13/   50] | d_loss: 0.1467 | g_loss: 0.6433
Epoch [   13/   50] | d_loss: 0.1775 | g_loss: 0.5083
Epoch [   13/   50] | d_loss: 0.1510 | g_loss: 0.8740
Epoch [   13/   50] | d_loss: 0.1341 | g_loss: 0.6059
Epoch [   13/   50] | d_loss: 0.0943 | g_loss: 0.7272
Epoch [   13/   50] | d_loss: 0.1054 | g_loss: 0.4367
Epoch [   13/   50] | d_loss: 0.1241 | g_loss: 0.8142
Epoch [   13/   50] | d_loss: 0.0971 | g_loss: 0.7449
Epoch [   13/   50] | d_loss: 0.1444 | g_loss: 0.8595
Epoch [   13/   50] | d_loss: 0.1327 | g_loss: 0.4161
Epoch [   13/   50] | d_loss: 0.1058 | g_loss: 0.4979
Epoch [   13/   50] | d_loss: 0.3951 | g_loss: 0.7700
Epoch [   13/   50] | d_loss: 0.0695 | g_loss: 0.9660
Epoch [   14/   50] | d_loss: 0.1888 | g_loss: 1.2988
Epoch [   14/   50] | d_loss: 0.1693 | g_loss: 0.3955
Epoch [   14/   50] | d_loss: 0.1586 | g_loss: 0.9929
Epoch [   14/   50] | d_loss: 0.1274 | g_loss: 0.5432
Epoch [   14/   50] | d_loss: 0.3590 | g_loss: 0.4596
Epoch [   14/   50] | d_loss: 0.1344 | g_loss: 0.6479
Epoch [   14/   50] | d_loss: 0.2597 | g_loss: 0.8269
Epoch [   14/   50] | d_loss: 0.1535 | g_loss: 0.8179
Epoch [   14/   50] | d_loss: 0.1137 | g_loss: 0.9397
Epoch [   14/   50] | d_loss: 0.1068 | g_loss: 0.7651
Epoch [   14/   50] | d_loss: 0.1027 | g_loss: 1.0811
Epoch [   14/   50] | d_loss: 0.3120 | g_loss: 1.3244
Epoch [   14/   50] | d_loss: 0.2416 | g_loss: 0.7855
Epoch [   14/   50] | d_loss: 0.2048 | g_loss: 1.1583
Epoch [   14/   50] | d_loss: 0.1889 | g_loss: 0.6807
Epoch [   14/   50] | d_loss: 0.3489 | g_loss: 0.5734
Epoch [   14/   50] | d_loss: 0.0961 | g_loss: 0.8577
Epoch [   14/   50] | d_loss: 0.1831 | g_loss: 1.3107
Epoch [   14/   50] | d_loss: 0.1839 | g_loss: 0.8486
Epoch [   14/   50] | d_loss: 0.1863 | g_loss: 0.7922
Epoch [   14/   50] | d_loss: 0.0892 | g_loss: 1.1763
Epoch [   14/   50] | d_loss: 0.1158 | g_loss: 0.7896
Epoch [   14/   50] | d_loss: 0.1759 | g_loss: 0.7661
Epoch [   14/   50] | d_loss: 0.1765 | g_loss: 0.4408
Epoch [   14/   50] | d_loss: 0.0679 | g_loss: 1.2443
Epoch [   14/   50] | d_loss: 0.1076 | g_loss: 0.6355
Epoch [   14/   50] | d_loss: 0.1279 | g_loss: 0.4750
Epoch [   14/   50] | d_loss: 0.2073 | g_loss: 0.8927
Epoch [   14/   50] | d_loss: 0.1591 | g_loss: 0.5174
Epoch [   14/   50] | d_loss: 0.1481 | g_loss: 0.6437
Epoch [   14/   50] | d_loss: 0.0656 | g_loss: 1.1688
Epoch [   14/   50] | d_loss: 0.1493 | g_loss: 0.5778
Epoch [   14/   50] | d_loss: 0.1399 | g_loss: 1.0902
Epoch [   14/   50] | d_loss: 0.4689 | g_loss: 0.4776
Epoch [   14/   50] | d_loss: 0.2681 | g_loss: 1.1436
Epoch [   14/   50] | d_loss: 0.1436 | g_loss: 0.7810
Epoch [   14/   50] | d_loss: 0.1123 | g_loss: 1.1200
Epoch [   14/   50] | d_loss: 0.1258 | g_loss: 1.4779
Epoch [   14/   50] | d_loss: 0.0882 | g_loss: 0.6521
Epoch [   14/   50] | d_loss: 0.2266 | g_loss: 0.7264
Epoch [   14/   50] | d_loss: 0.2080 | g_loss: 0.4471
Epoch [   14/   50] | d_loss: 0.2871 | g_loss: 0.2696
Epoch [   14/   50] | d_loss: 0.1484 | g_loss: 0.7976
Epoch [   14/   50] | d_loss: 0.1906 | g_loss: 1.0214
Epoch [   14/   50] | d_loss: 0.1742 | g_loss: 0.7488
Epoch [   14/   50] | d_loss: 0.1056 | g_loss: 0.8023
Epoch [   14/   50] | d_loss: 0.1681 | g_loss: 1.1803
Epoch [   14/   50] | d_loss: 0.1868 | g_loss: 0.6591
Epoch [   14/   50] | d_loss: 0.1372 | g_loss: 0.7199
Epoch [   14/   50] | d_loss: 0.1075 | g_loss: 0.7368
Epoch [   14/   50] | d_loss: 0.1435 | g_loss: 0.5241
Epoch [   14/   50] | d_loss: 0.1851 | g_loss: 0.6940
Epoch [   14/   50] | d_loss: 0.2656 | g_loss: 1.4499
Epoch [   14/   50] | d_loss: 0.1314 | g_loss: 1.0032
Epoch [   14/   50] | d_loss: 0.3830 | g_loss: 0.3097
Epoch [   14/   50] | d_loss: 0.1778 | g_loss: 0.9942
Epoch [   14/   50] | d_loss: 0.2539 | g_loss: 0.7236
Epoch [   15/   50] | d_loss: 0.1166 | g_loss: 0.5166
Epoch [   15/   50] | d_loss: 0.1753 | g_loss: 1.0192
Epoch [   15/   50] | d_loss: 0.1321 | g_loss: 0.4962
Epoch [   15/   50] | d_loss: 0.0620 | g_loss: 0.9319
Epoch [   15/   50] | d_loss: 0.0862 | g_loss: 0.9786
Epoch [   15/   50] | d_loss: 0.1288 | g_loss: 0.9748
Epoch [   15/   50] | d_loss: 0.1576 | g_loss: 0.8853
Epoch [   15/   50] | d_loss: 0.1222 | g_loss: 0.7446
Epoch [   15/   50] | d_loss: 0.1249 | g_loss: 1.1447
Epoch [   15/   50] | d_loss: 0.1004 | g_loss: 0.7962
Epoch [   15/   50] | d_loss: 0.1309 | g_loss: 0.8362
Epoch [   15/   50] | d_loss: 0.1273 | g_loss: 0.8733
Epoch [   15/   50] | d_loss: 0.1546 | g_loss: 1.0335
Epoch [   15/   50] | d_loss: 0.1687 | g_loss: 1.1073
Epoch [   15/   50] | d_loss: 0.1951 | g_loss: 0.5496
Epoch [   15/   50] | d_loss: 0.1052 | g_loss: 1.0122
Epoch [   15/   50] | d_loss: 0.1749 | g_loss: 0.7641
Epoch [   15/   50] | d_loss: 0.1197 | g_loss: 0.8100
Epoch [   15/   50] | d_loss: 0.1834 | g_loss: 0.7861
Epoch [   15/   50] | d_loss: 0.1267 | g_loss: 0.6235
Epoch [   15/   50] | d_loss: 0.1601 | g_loss: 1.1897
Epoch [   15/   50] | d_loss: 0.1218 | g_loss: 0.6363
Epoch [   15/   50] | d_loss: 0.1610 | g_loss: 0.6612
Epoch [   15/   50] | d_loss: 0.0697 | g_loss: 1.4922
Epoch [   15/   50] | d_loss: 0.1164 | g_loss: 0.9796
Epoch [   15/   50] | d_loss: 0.1675 | g_loss: 1.0105
Epoch [   15/   50] | d_loss: 0.2772 | g_loss: 0.6938
Epoch [   15/   50] | d_loss: 0.0963 | g_loss: 0.8341
Epoch [   15/   50] | d_loss: 0.1295 | g_loss: 0.5341
Epoch [   15/   50] | d_loss: 0.1092 | g_loss: 0.7794
Epoch [   15/   50] | d_loss: 0.2124 | g_loss: 0.9276
Epoch [   15/   50] | d_loss: 0.1188 | g_loss: 0.8028
Epoch [   15/   50] | d_loss: 0.1765 | g_loss: 0.4650
Epoch [   15/   50] | d_loss: 0.1012 | g_loss: 1.0738
Epoch [   15/   50] | d_loss: 0.1492 | g_loss: 0.6681
Epoch [   15/   50] | d_loss: 0.2014 | g_loss: 0.3831
Epoch [   15/   50] | d_loss: 0.1101 | g_loss: 1.1430
Epoch [   15/   50] | d_loss: 0.1088 | g_loss: 0.9523
Epoch [   15/   50] | d_loss: 0.2426 | g_loss: 1.0596
Epoch [   15/   50] | d_loss: 0.1362 | g_loss: 0.6790
Epoch [   15/   50] | d_loss: 0.0910 | g_loss: 0.8283
Epoch [   15/   50] | d_loss: 0.1844 | g_loss: 0.4992
Epoch [   15/   50] | d_loss: 0.0970 | g_loss: 0.9090
Epoch [   15/   50] | d_loss: 0.1474 | g_loss: 0.5808
Epoch [   15/   50] | d_loss: 0.0835 | g_loss: 0.6159
Epoch [   15/   50] | d_loss: 0.0743 | g_loss: 0.6366
Epoch [   15/   50] | d_loss: 0.0931 | g_loss: 0.7692
Epoch [   15/   50] | d_loss: 0.0649 | g_loss: 1.1047
Epoch [   15/   50] | d_loss: 0.1925 | g_loss: 0.5355
Epoch [   15/   50] | d_loss: 0.1104 | g_loss: 1.1913
Epoch [   15/   50] | d_loss: 0.0935 | g_loss: 0.6884
Epoch [   15/   50] | d_loss: 0.0971 | g_loss: 0.8406
Epoch [   15/   50] | d_loss: 0.2271 | g_loss: 0.4637
Epoch [   15/   50] | d_loss: 0.2588 | g_loss: 0.8066
Epoch [   15/   50] | d_loss: 0.0667 | g_loss: 0.8306
Epoch [   15/   50] | d_loss: 0.0961 | g_loss: 0.8229
Epoch [   15/   50] | d_loss: 0.2121 | g_loss: 0.4723
Epoch [   16/   50] | d_loss: 0.2154 | g_loss: 0.5946
Epoch [   16/   50] | d_loss: 0.1033 | g_loss: 0.7443
Epoch [   16/   50] | d_loss: 0.1274 | g_loss: 0.7048
Epoch [   16/   50] | d_loss: 0.1371 | g_loss: 0.7003
Epoch [   16/   50] | d_loss: 0.2739 | g_loss: 0.4635
Epoch [   16/   50] | d_loss: 0.1261 | g_loss: 0.4693
Epoch [   16/   50] | d_loss: 0.1885 | g_loss: 0.7949
Epoch [   16/   50] | d_loss: 0.0672 | g_loss: 1.0094
Epoch [   16/   50] | d_loss: 0.0930 | g_loss: 0.8304
Epoch [   16/   50] | d_loss: 0.0721 | g_loss: 0.8806
Epoch [   16/   50] | d_loss: 0.2823 | g_loss: 1.0836
Epoch [   16/   50] | d_loss: 0.1700 | g_loss: 0.8533
Epoch [   16/   50] | d_loss: 0.1264 | g_loss: 0.8039
Epoch [   16/   50] | d_loss: 0.1223 | g_loss: 0.7036
Epoch [   16/   50] | d_loss: 0.1173 | g_loss: 0.4112
Epoch [   16/   50] | d_loss: 0.1666 | g_loss: 0.6275
Epoch [   16/   50] | d_loss: 0.2435 | g_loss: 0.3808
Epoch [   16/   50] | d_loss: 0.1422 | g_loss: 0.4215
Epoch [   16/   50] | d_loss: 0.2713 | g_loss: 0.6462
Epoch [   16/   50] | d_loss: 0.1061 | g_loss: 0.4762
Epoch [   16/   50] | d_loss: 0.0876 | g_loss: 0.7813
Epoch [   16/   50] | d_loss: 0.2563 | g_loss: 1.2802
Epoch [   16/   50] | d_loss: 0.2321 | g_loss: 0.4455
Epoch [   16/   50] | d_loss: 0.1101 | g_loss: 0.6167
Epoch [   16/   50] | d_loss: 0.1194 | g_loss: 1.1336
Epoch [   16/   50] | d_loss: 0.0555 | g_loss: 0.7529
Epoch [   16/   50] | d_loss: 0.1674 | g_loss: 1.3274
Epoch [   16/   50] | d_loss: 0.2251 | g_loss: 0.9264
Epoch [   16/   50] | d_loss: 0.1097 | g_loss: 0.8095
Epoch [   16/   50] | d_loss: 0.1336 | g_loss: 0.9914
Epoch [   16/   50] | d_loss: 0.1242 | g_loss: 0.8861
Epoch [   16/   50] | d_loss: 0.1208 | g_loss: 1.0163
Epoch [   16/   50] | d_loss: 0.1380 | g_loss: 0.5716
Epoch [   16/   50] | d_loss: 0.1167 | g_loss: 1.2385
Epoch [   16/   50] | d_loss: 0.0903 | g_loss: 1.1072
Epoch [   16/   50] | d_loss: 0.2036 | g_loss: 0.9358
Epoch [   16/   50] | d_loss: 0.1704 | g_loss: 1.2650
Epoch [   16/   50] | d_loss: 0.3256 | g_loss: 1.4790
Epoch [   16/   50] | d_loss: 0.2132 | g_loss: 0.8003
Epoch [   16/   50] | d_loss: 0.2268 | g_loss: 0.9967
Epoch [   16/   50] | d_loss: 0.1644 | g_loss: 0.4871
Epoch [   16/   50] | d_loss: 0.0743 | g_loss: 0.7314
Epoch [   16/   50] | d_loss: 0.0772 | g_loss: 0.9101
Epoch [   16/   50] | d_loss: 0.0828 | g_loss: 0.8239
Epoch [   16/   50] | d_loss: 0.2495 | g_loss: 0.5908
Epoch [   16/   50] | d_loss: 0.2081 | g_loss: 1.1672
Epoch [   16/   50] | d_loss: 0.0952 | g_loss: 0.8909
Epoch [   16/   50] | d_loss: 0.1376 | g_loss: 0.9257
Epoch [   16/   50] | d_loss: 0.1411 | g_loss: 0.7794
Epoch [   16/   50] | d_loss: 0.2734 | g_loss: 0.9118
Epoch [   16/   50] | d_loss: 0.1572 | g_loss: 0.4905
Epoch [   16/   50] | d_loss: 0.2560 | g_loss: 0.6511
Epoch [   16/   50] | d_loss: 0.1701 | g_loss: 0.7129
Epoch [   16/   50] | d_loss: 0.1082 | g_loss: 0.9531
Epoch [   16/   50] | d_loss: 0.1791 | g_loss: 0.5525
Epoch [   16/   50] | d_loss: 0.0811 | g_loss: 1.0170
Epoch [   16/   50] | d_loss: 0.1035 | g_loss: 0.4652
Epoch [   17/   50] | d_loss: 0.1048 | g_loss: 0.6686
Epoch [   17/   50] | d_loss: 0.1500 | g_loss: 0.6116
Epoch [   17/   50] | d_loss: 0.0907 | g_loss: 0.9987
Epoch [   17/   50] | d_loss: 0.1067 | g_loss: 1.1584
Epoch [   17/   50] | d_loss: 0.1081 | g_loss: 0.6154
Epoch [   17/   50] | d_loss: 0.1505 | g_loss: 0.6640
Epoch [   17/   50] | d_loss: 0.1444 | g_loss: 0.6910
Epoch [   17/   50] | d_loss: 0.1737 | g_loss: 0.8615
Epoch [   17/   50] | d_loss: 0.1499 | g_loss: 0.8145
Epoch [   17/   50] | d_loss: 0.2537 | g_loss: 1.0591
Epoch [   17/   50] | d_loss: 0.1508 | g_loss: 0.9033
Epoch [   17/   50] | d_loss: 0.1865 | g_loss: 1.1443
Epoch [   17/   50] | d_loss: 0.0680 | g_loss: 0.8206
Epoch [   17/   50] | d_loss: 0.0867 | g_loss: 0.7311
Epoch [   17/   50] | d_loss: 0.2673 | g_loss: 0.3424
Epoch [   17/   50] | d_loss: 0.1799 | g_loss: 1.6811
Epoch [   17/   50] | d_loss: 0.1670 | g_loss: 1.2775
Epoch [   17/   50] | d_loss: 0.2440 | g_loss: 0.3034
Epoch [   17/   50] | d_loss: 0.1254 | g_loss: 0.8072
Epoch [   17/   50] | d_loss: 0.1031 | g_loss: 0.7968
Epoch [   17/   50] | d_loss: 0.1870 | g_loss: 0.5051
Epoch [   17/   50] | d_loss: 0.1601 | g_loss: 0.5613
Epoch [   17/   50] | d_loss: 0.1755 | g_loss: 1.1748
Epoch [   17/   50] | d_loss: 0.1416 | g_loss: 0.8591
Epoch [   17/   50] | d_loss: 0.0831 | g_loss: 1.2022
Epoch [   17/   50] | d_loss: 0.1503 | g_loss: 1.1887
Epoch [   17/   50] | d_loss: 0.1310 | g_loss: 1.0855
Epoch [   17/   50] | d_loss: 0.1247 | g_loss: 0.7873
Epoch [   17/   50] | d_loss: 0.1690 | g_loss: 1.1463
Epoch [   17/   50] | d_loss: 0.1558 | g_loss: 1.0580
Epoch [   17/   50] | d_loss: 0.1177 | g_loss: 0.6559
Epoch [   17/   50] | d_loss: 0.1312 | g_loss: 1.3992
Epoch [   17/   50] | d_loss: 0.1000 | g_loss: 0.5475
Epoch [   17/   50] | d_loss: 0.1474 | g_loss: 0.4379
Epoch [   17/   50] | d_loss: 0.2315 | g_loss: 0.7791
Epoch [   17/   50] | d_loss: 0.1252 | g_loss: 0.5351
Epoch [   17/   50] | d_loss: 0.1963 | g_loss: 0.8714
Epoch [   17/   50] | d_loss: 0.1539 | g_loss: 0.8862
Epoch [   17/   50] | d_loss: 0.1453 | g_loss: 1.1556
Epoch [   17/   50] | d_loss: 0.1413 | g_loss: 0.6848
Epoch [   17/   50] | d_loss: 0.1581 | g_loss: 0.7686
Epoch [   17/   50] | d_loss: 0.0438 | g_loss: 1.1342
Epoch [   17/   50] | d_loss: 0.1272 | g_loss: 0.6632
Epoch [   17/   50] | d_loss: 0.1061 | g_loss: 1.0332
Epoch [   17/   50] | d_loss: 0.1248 | g_loss: 0.5077
Epoch [   17/   50] | d_loss: 0.1687 | g_loss: 0.9430
Epoch [   17/   50] | d_loss: 0.0688 | g_loss: 0.9307
Epoch [   17/   50] | d_loss: 0.6833 | g_loss: 0.5542
Epoch [   17/   50] | d_loss: 0.1204 | g_loss: 0.8135
Epoch [   17/   50] | d_loss: 0.1183 | g_loss: 0.5575
Epoch [   17/   50] | d_loss: 0.1608 | g_loss: 0.7039
Epoch [   17/   50] | d_loss: 0.2966 | g_loss: 0.3971
Epoch [   17/   50] | d_loss: 0.0965 | g_loss: 1.5332
Epoch [   17/   50] | d_loss: 0.2436 | g_loss: 0.7041
Epoch [   17/   50] | d_loss: 0.0783 | g_loss: 1.0243
Epoch [   17/   50] | d_loss: 0.1756 | g_loss: 0.5409
Epoch [   17/   50] | d_loss: 0.0832 | g_loss: 0.7507
Epoch [   18/   50] | d_loss: 0.2788 | g_loss: 1.2623
Epoch [   18/   50] | d_loss: 0.1045 | g_loss: 1.2130
Epoch [   18/   50] | d_loss: 0.1211 | g_loss: 0.7998
Epoch [   18/   50] | d_loss: 0.2348 | g_loss: 1.1864
Epoch [   18/   50] | d_loss: 0.0927 | g_loss: 0.5706
Epoch [   18/   50] | d_loss: 0.0983 | g_loss: 0.7129
Epoch [   18/   50] | d_loss: 0.1044 | g_loss: 0.6165
Epoch [   18/   50] | d_loss: 0.1258 | g_loss: 0.5784
Epoch [   18/   50] | d_loss: 0.1113 | g_loss: 1.3895
Epoch [   18/   50] | d_loss: 0.1232 | g_loss: 0.5148
Epoch [   18/   50] | d_loss: 0.1270 | g_loss: 1.2921
Epoch [   18/   50] | d_loss: 0.0919 | g_loss: 0.7230
Epoch [   18/   50] | d_loss: 0.1309 | g_loss: 0.9147
Epoch [   18/   50] | d_loss: 0.1484 | g_loss: 0.4029
Epoch [   18/   50] | d_loss: 0.2003 | g_loss: 1.1741
Epoch [   18/   50] | d_loss: 0.0982 | g_loss: 0.6825
Epoch [   18/   50] | d_loss: 0.0797 | g_loss: 1.0633
Epoch [   18/   50] | d_loss: 0.1453 | g_loss: 0.7763
Epoch [   18/   50] | d_loss: 0.1368 | g_loss: 0.6133
Epoch [   18/   50] | d_loss: 0.1585 | g_loss: 0.7009
Epoch [   18/   50] | d_loss: 0.2301 | g_loss: 0.6078
Epoch [   18/   50] | d_loss: 0.1049 | g_loss: 1.3005
Epoch [   18/   50] | d_loss: 0.1866 | g_loss: 0.4262
Epoch [   18/   50] | d_loss: 0.7599 | g_loss: 0.1278
Epoch [   18/   50] | d_loss: 0.2378 | g_loss: 1.0356
Epoch [   18/   50] | d_loss: 0.1395 | g_loss: 0.5207
Epoch [   18/   50] | d_loss: 0.1710 | g_loss: 0.8647
Epoch [   18/   50] | d_loss: 0.2216 | g_loss: 0.7083
Epoch [   18/   50] | d_loss: 0.3953 | g_loss: 1.5592
Epoch [   18/   50] | d_loss: 0.1002 | g_loss: 0.9631
Epoch [   18/   50] | d_loss: 0.1751 | g_loss: 0.7330
Epoch [   18/   50] | d_loss: 0.1231 | g_loss: 0.9043
Epoch [   18/   50] | d_loss: 0.2531 | g_loss: 0.9118
Epoch [   18/   50] | d_loss: 0.3824 | g_loss: 0.4821
Epoch [   18/   50] | d_loss: 0.1316 | g_loss: 0.8179
Epoch [   18/   50] | d_loss: 0.1623 | g_loss: 0.7399
Epoch [   18/   50] | d_loss: 0.1136 | g_loss: 0.7241
Epoch [   18/   50] | d_loss: 0.1532 | g_loss: 0.5073
Epoch [   18/   50] | d_loss: 0.1125 | g_loss: 0.8276
Epoch [   18/   50] | d_loss: 0.0892 | g_loss: 1.2053
Epoch [   18/   50] | d_loss: 0.1441 | g_loss: 0.8509
Epoch [   18/   50] | d_loss: 0.1912 | g_loss: 0.9878
Epoch [   18/   50] | d_loss: 0.1050 | g_loss: 0.7474
Epoch [   18/   50] | d_loss: 0.1724 | g_loss: 0.6444
Epoch [   18/   50] | d_loss: 0.2738 | g_loss: 0.8206
Epoch [   18/   50] | d_loss: 0.0932 | g_loss: 1.0262
Epoch [   18/   50] | d_loss: 0.3434 | g_loss: 0.5143
Epoch [   18/   50] | d_loss: 0.1288 | g_loss: 0.5006
Epoch [   18/   50] | d_loss: 0.1199 | g_loss: 0.8921
Epoch [   18/   50] | d_loss: 0.1852 | g_loss: 1.2911
Epoch [   18/   50] | d_loss: 0.0925 | g_loss: 0.8188
Epoch [   18/   50] | d_loss: 0.0870 | g_loss: 0.6904
Epoch [   18/   50] | d_loss: 0.0753 | g_loss: 0.8277
Epoch [   18/   50] | d_loss: 0.1573 | g_loss: 0.8799
Epoch [   18/   50] | d_loss: 0.1182 | g_loss: 0.5049
Epoch [   18/   50] | d_loss: 0.1504 | g_loss: 0.8015
Epoch [   18/   50] | d_loss: 0.1397 | g_loss: 0.9627
Epoch [   19/   50] | d_loss: 0.1415 | g_loss: 0.8733
Epoch [   19/   50] | d_loss: 0.0621 | g_loss: 0.7025
Epoch [   19/   50] | d_loss: 0.1901 | g_loss: 1.1248
Epoch [   19/   50] | d_loss: 0.1517 | g_loss: 1.2702
Epoch [   19/   50] | d_loss: 0.1798 | g_loss: 0.5861
Epoch [   19/   50] | d_loss: 0.0898 | g_loss: 0.6919
Epoch [   19/   50] | d_loss: 0.1535 | g_loss: 0.5115
Epoch [   19/   50] | d_loss: 0.1337 | g_loss: 1.0863
Epoch [   19/   50] | d_loss: 0.0697 | g_loss: 1.1457
Epoch [   19/   50] | d_loss: 0.1518 | g_loss: 0.7912
Epoch [   19/   50] | d_loss: 0.1241 | g_loss: 1.2024
Epoch [   19/   50] | d_loss: 0.1234 | g_loss: 0.8889
Epoch [   19/   50] | d_loss: 0.0874 | g_loss: 0.9193
Epoch [   19/   50] | d_loss: 0.1150 | g_loss: 1.0508
Epoch [   19/   50] | d_loss: 0.1322 | g_loss: 0.7401
Epoch [   19/   50] | d_loss: 0.0526 | g_loss: 0.6578
Epoch [   19/   50] | d_loss: 0.2265 | g_loss: 1.0953
Epoch [   19/   50] | d_loss: 0.0962 | g_loss: 0.5563
Epoch [   19/   50] | d_loss: 0.0723 | g_loss: 0.4437
Epoch [   19/   50] | d_loss: 0.2895 | g_loss: 0.5905
Epoch [   19/   50] | d_loss: 0.3507 | g_loss: 0.9203
Epoch [   19/   50] | d_loss: 0.3754 | g_loss: 0.4517
Epoch [   19/   50] | d_loss: 0.2120 | g_loss: 0.4730
Epoch [   19/   50] | d_loss: 0.1301 | g_loss: 0.7892
Epoch [   19/   50] | d_loss: 0.0866 | g_loss: 0.9691
Epoch [   19/   50] | d_loss: 0.1198 | g_loss: 0.6817
Epoch [   19/   50] | d_loss: 0.1266 | g_loss: 0.7296
Epoch [   19/   50] | d_loss: 0.1099 | g_loss: 0.5137
Epoch [   19/   50] | d_loss: 0.1689 | g_loss: 1.0083
Epoch [   19/   50] | d_loss: 0.1468 | g_loss: 0.9064
Epoch [   19/   50] | d_loss: 0.2060 | g_loss: 0.5401
Epoch [   19/   50] | d_loss: 0.0671 | g_loss: 0.8599
Epoch [   19/   50] | d_loss: 0.2305 | g_loss: 0.7632
Epoch [   19/   50] | d_loss: 0.1470 | g_loss: 1.0031
Epoch [   19/   50] | d_loss: 0.2098 | g_loss: 0.2912
Epoch [   19/   50] | d_loss: 0.1198 | g_loss: 1.3081
Epoch [   19/   50] | d_loss: 0.2404 | g_loss: 0.3952
Epoch [   19/   50] | d_loss: 0.1408 | g_loss: 0.5759
Epoch [   19/   50] | d_loss: 0.2033 | g_loss: 0.7375
Epoch [   19/   50] | d_loss: 0.2254 | g_loss: 0.8065
Epoch [   19/   50] | d_loss: 0.3040 | g_loss: 0.3507
Epoch [   19/   50] | d_loss: 0.1288 | g_loss: 0.7816
Epoch [   19/   50] | d_loss: 0.1843 | g_loss: 0.9469
Epoch [   19/   50] | d_loss: 0.1275 | g_loss: 0.6129
Epoch [   19/   50] | d_loss: 0.0765 | g_loss: 0.8300
Epoch [   19/   50] | d_loss: 0.1084 | g_loss: 1.0635
Epoch [   19/   50] | d_loss: 0.1197 | g_loss: 0.7511
Epoch [   19/   50] | d_loss: 0.1572 | g_loss: 0.5638
Epoch [   19/   50] | d_loss: 0.5260 | g_loss: 0.5693
Epoch [   19/   50] | d_loss: 0.2806 | g_loss: 0.4368
Epoch [   19/   50] | d_loss: 0.2232 | g_loss: 0.8880
Epoch [   19/   50] | d_loss: 0.1345 | g_loss: 1.0035
Epoch [   19/   50] | d_loss: 0.0704 | g_loss: 0.9857
Epoch [   19/   50] | d_loss: 0.1747 | g_loss: 0.8191
Epoch [   19/   50] | d_loss: 0.1028 | g_loss: 0.7863
Epoch [   19/   50] | d_loss: 0.2830 | g_loss: 0.2061
Epoch [   19/   50] | d_loss: 0.1592 | g_loss: 0.5949
Epoch [   20/   50] | d_loss: 0.3157 | g_loss: 0.9487
Epoch [   20/   50] | d_loss: 0.0946 | g_loss: 0.7900
Epoch [   20/   50] | d_loss: 0.1317 | g_loss: 0.7658
Epoch [   20/   50] | d_loss: 0.0558 | g_loss: 0.6267
Epoch [   20/   50] | d_loss: 0.0965 | g_loss: 1.0654
Epoch [   20/   50] | d_loss: 0.1212 | g_loss: 0.8475
Epoch [   20/   50] | d_loss: 0.2461 | g_loss: 0.4870
Epoch [   20/   50] | d_loss: 0.0998 | g_loss: 0.6327
Epoch [   20/   50] | d_loss: 0.1698 | g_loss: 0.7334
Epoch [   20/   50] | d_loss: 0.0665 | g_loss: 0.6591
Epoch [   20/   50] | d_loss: 0.0532 | g_loss: 1.1375
Epoch [   20/   50] | d_loss: 0.0845 | g_loss: 1.0333
Epoch [   20/   50] | d_loss: 0.1732 | g_loss: 0.8068
Epoch [   20/   50] | d_loss: 0.1344 | g_loss: 0.7764
Epoch [   20/   50] | d_loss: 0.0844 | g_loss: 1.5383
Epoch [   20/   50] | d_loss: 0.1353 | g_loss: 1.1420
Epoch [   20/   50] | d_loss: 0.1083 | g_loss: 0.7580
Epoch [   20/   50] | d_loss: 0.2042 | g_loss: 0.6845
Epoch [   20/   50] | d_loss: 0.1170 | g_loss: 0.8340
Epoch [   20/   50] | d_loss: 0.1271 | g_loss: 0.9331
Epoch [   20/   50] | d_loss: 0.3386 | g_loss: 0.3803
Epoch [   20/   50] | d_loss: 0.0740 | g_loss: 1.3434
Epoch [   20/   50] | d_loss: 0.0898 | g_loss: 1.2894
Epoch [   20/   50] | d_loss: 0.1557 | g_loss: 1.1019
Epoch [   20/   50] | d_loss: 0.3261 | g_loss: 0.4666
Epoch [   20/   50] | d_loss: 0.0777 | g_loss: 0.9740
Epoch [   20/   50] | d_loss: 0.1212 | g_loss: 0.8218
Epoch [   20/   50] | d_loss: 0.1434 | g_loss: 1.1234
Epoch [   20/   50] | d_loss: 0.1151 | g_loss: 0.9485
Epoch [   20/   50] | d_loss: 0.1241 | g_loss: 0.8037
Epoch [   20/   50] | d_loss: 0.1472 | g_loss: 0.8722
Epoch [   20/   50] | d_loss: 0.1038 | g_loss: 0.9549
Epoch [   20/   50] | d_loss: 0.1401 | g_loss: 0.7150
Epoch [   20/   50] | d_loss: 0.2533 | g_loss: 0.4483
Epoch [   20/   50] | d_loss: 0.1022 | g_loss: 0.6223
Epoch [   20/   50] | d_loss: 0.1861 | g_loss: 0.7503
Epoch [   20/   50] | d_loss: 0.1048 | g_loss: 0.8722
Epoch [   20/   50] | d_loss: 0.1022 | g_loss: 0.6250
Epoch [   20/   50] | d_loss: 0.0609 | g_loss: 1.0787
Epoch [   20/   50] | d_loss: 1.2693 | g_loss: 1.8838
Epoch [   20/   50] | d_loss: 0.2623 | g_loss: 0.5157
Epoch [   20/   50] | d_loss: 0.1216 | g_loss: 1.0985
Epoch [   20/   50] | d_loss: 0.1066 | g_loss: 0.8477
Epoch [   20/   50] | d_loss: 0.0977 | g_loss: 0.7982
Epoch [   20/   50] | d_loss: 0.1118 | g_loss: 0.6150
Epoch [   20/   50] | d_loss: 0.1395 | g_loss: 0.7588
Epoch [   20/   50] | d_loss: 0.0858 | g_loss: 0.4662
Epoch [   20/   50] | d_loss: 0.0836 | g_loss: 0.8067
Epoch [   20/   50] | d_loss: 0.0975 | g_loss: 1.0233
Epoch [   20/   50] | d_loss: 0.0930 | g_loss: 0.8270
Epoch [   20/   50] | d_loss: 0.0907 | g_loss: 1.5093
Epoch [   20/   50] | d_loss: 0.4186 | g_loss: 0.2347
Epoch [   20/   50] | d_loss: 0.0643 | g_loss: 0.8903
Epoch [   20/   50] | d_loss: 0.2213 | g_loss: 0.5317
Epoch [   20/   50] | d_loss: 0.2540 | g_loss: 0.4638
Epoch [   20/   50] | d_loss: 0.0885 | g_loss: 0.8966
Epoch [   20/   50] | d_loss: 0.0673 | g_loss: 0.9965
Epoch [   21/   50] | d_loss: 0.1030 | g_loss: 0.6264
Epoch [   21/   50] | d_loss: 0.0817 | g_loss: 0.8091
Epoch [   21/   50] | d_loss: 0.0823 | g_loss: 0.8097
Epoch [   21/   50] | d_loss: 0.2515 | g_loss: 1.4322
Epoch [   21/   50] | d_loss: 0.2652 | g_loss: 0.6340
Epoch [   21/   50] | d_loss: 0.1090 | g_loss: 0.6509
Epoch [   21/   50] | d_loss: 0.0913 | g_loss: 0.8612
Epoch [   21/   50] | d_loss: 0.1109 | g_loss: 0.9021
Epoch [   21/   50] | d_loss: 0.1949 | g_loss: 0.6551
Epoch [   21/   50] | d_loss: 0.0957 | g_loss: 0.5060
Epoch [   21/   50] | d_loss: 0.0879 | g_loss: 0.6057
Epoch [   21/   50] | d_loss: 0.1454 | g_loss: 1.1144
Epoch [   21/   50] | d_loss: 0.1628 | g_loss: 1.0831
Epoch [   21/   50] | d_loss: 0.1660 | g_loss: 0.8797
Epoch [   21/   50] | d_loss: 0.1072 | g_loss: 0.9338
Epoch [   21/   50] | d_loss: 0.1164 | g_loss: 1.1904
Epoch [   21/   50] | d_loss: 0.1374 | g_loss: 0.5416
Epoch [   21/   50] | d_loss: 0.0718 | g_loss: 0.7119
Epoch [   21/   50] | d_loss: 0.0773 | g_loss: 0.9090
Epoch [   21/   50] | d_loss: 0.0963 | g_loss: 1.1020
Epoch [   21/   50] | d_loss: 0.0858 | g_loss: 1.1481
Epoch [   21/   50] | d_loss: 0.2608 | g_loss: 1.3976
Epoch [   21/   50] | d_loss: 0.0986 | g_loss: 1.0063
Epoch [   21/   50] | d_loss: 0.1500 | g_loss: 0.6978
Epoch [   21/   50] | d_loss: 0.0727 | g_loss: 0.7606
Epoch [   21/   50] | d_loss: 0.1042 | g_loss: 1.1323
Epoch [   21/   50] | d_loss: 0.0481 | g_loss: 0.6834
Epoch [   21/   50] | d_loss: 0.1000 | g_loss: 0.9202
Epoch [   21/   50] | d_loss: 0.1013 | g_loss: 1.0728
Epoch [   21/   50] | d_loss: 0.0815 | g_loss: 0.6946
Epoch [   21/   50] | d_loss: 0.1477 | g_loss: 0.6522
Epoch [   21/   50] | d_loss: 0.2921 | g_loss: 0.2908
Epoch [   21/   50] | d_loss: 0.0931 | g_loss: 0.9896
Epoch [   21/   50] | d_loss: 0.1314 | g_loss: 0.5503
Epoch [   21/   50] | d_loss: 0.0946 | g_loss: 0.6650
Epoch [   21/   50] | d_loss: 0.1688 | g_loss: 0.9584
Epoch [   21/   50] | d_loss: 0.0863 | g_loss: 1.0664
Epoch [   21/   50] | d_loss: 0.1308 | g_loss: 0.9613
Epoch [   21/   50] | d_loss: 0.2352 | g_loss: 0.3522
Epoch [   21/   50] | d_loss: 0.2116 | g_loss: 0.9784
Epoch [   21/   50] | d_loss: 0.0776 | g_loss: 0.8942
Epoch [   21/   50] | d_loss: 0.1508 | g_loss: 0.6832
Epoch [   21/   50] | d_loss: 0.1564 | g_loss: 1.0125
Epoch [   21/   50] | d_loss: 0.0777 | g_loss: 0.7089
Epoch [   21/   50] | d_loss: 0.1776 | g_loss: 0.6358
Epoch [   21/   50] | d_loss: 0.2039 | g_loss: 0.6114
Epoch [   21/   50] | d_loss: 0.1213 | g_loss: 0.5499
Epoch [   21/   50] | d_loss: 0.0667 | g_loss: 0.7410
Epoch [   21/   50] | d_loss: 0.0778 | g_loss: 0.9654
Epoch [   21/   50] | d_loss: 0.1256 | g_loss: 0.8914
Epoch [   21/   50] | d_loss: 0.2255 | g_loss: 0.7144
Epoch [   21/   50] | d_loss: 0.2424 | g_loss: 0.8448
Epoch [   21/   50] | d_loss: 0.2125 | g_loss: 1.2626
Epoch [   21/   50] | d_loss: 0.1169 | g_loss: 0.7968
Epoch [   21/   50] | d_loss: 0.1227 | g_loss: 0.3272
Epoch [   21/   50] | d_loss: 0.1158 | g_loss: 0.7072
Epoch [   21/   50] | d_loss: 0.1119 | g_loss: 0.9366
Epoch [   22/   50] | d_loss: 0.1415 | g_loss: 0.8796
Epoch [   22/   50] | d_loss: 0.1901 | g_loss: 0.6881
Epoch [   22/   50] | d_loss: 0.1270 | g_loss: 0.7286
Epoch [   22/   50] | d_loss: 0.1878 | g_loss: 0.6651
Epoch [   22/   50] | d_loss: 0.1478 | g_loss: 1.0154
Epoch [   22/   50] | d_loss: 0.1294 | g_loss: 0.5919
Epoch [   22/   50] | d_loss: 0.1196 | g_loss: 1.0496
Epoch [   22/   50] | d_loss: 0.0673 | g_loss: 1.0050
Epoch [   22/   50] | d_loss: 0.0578 | g_loss: 1.3523
Epoch [   22/   50] | d_loss: 0.0891 | g_loss: 0.8086
Epoch [   22/   50] | d_loss: 0.0407 | g_loss: 0.4421
Epoch [   22/   50] | d_loss: 0.0764 | g_loss: 0.8955
Epoch [   22/   50] | d_loss: 0.0768 | g_loss: 0.7932
Epoch [   22/   50] | d_loss: 0.1754 | g_loss: 0.7926
Epoch [   22/   50] | d_loss: 0.1044 | g_loss: 0.9194
Epoch [   22/   50] | d_loss: 0.1777 | g_loss: 1.3159
Epoch [   22/   50] | d_loss: 0.1005 | g_loss: 1.0204
Epoch [   22/   50] | d_loss: 0.0745 | g_loss: 0.6414
Epoch [   22/   50] | d_loss: 0.1507 | g_loss: 0.8885
Epoch [   22/   50] | d_loss: 0.1080 | g_loss: 0.6900
Epoch [   22/   50] | d_loss: 0.2330 | g_loss: 0.6515
Epoch [   22/   50] | d_loss: 0.1050 | g_loss: 0.9625
Epoch [   22/   50] | d_loss: 0.2362 | g_loss: 0.7151
Epoch [   22/   50] | d_loss: 0.1427 | g_loss: 0.9578
Epoch [   22/   50] | d_loss: 0.0477 | g_loss: 1.0598
Epoch [   22/   50] | d_loss: 0.0665 | g_loss: 0.7947
Epoch [   22/   50] | d_loss: 0.2168 | g_loss: 0.6226
Epoch [   22/   50] | d_loss: 0.2486 | g_loss: 0.6473
Epoch [   22/   50] | d_loss: 0.2568 | g_loss: 0.7505
Epoch [   22/   50] | d_loss: 0.0890 | g_loss: 1.0998
Epoch [   22/   50] | d_loss: 0.0777 | g_loss: 1.2744
Epoch [   22/   50] | d_loss: 0.0913 | g_loss: 0.9631
Epoch [   22/   50] | d_loss: 0.0928 | g_loss: 1.1792
Epoch [   22/   50] | d_loss: 0.1433 | g_loss: 0.7476
Epoch [   22/   50] | d_loss: 0.0767 | g_loss: 1.0957
Epoch [   22/   50] | d_loss: 0.2099 | g_loss: 1.0521
Epoch [   22/   50] | d_loss: 0.0918 | g_loss: 0.8531
Epoch [   22/   50] | d_loss: 0.1475 | g_loss: 0.7094
Epoch [   22/   50] | d_loss: 0.1162 | g_loss: 1.0288
Epoch [   22/   50] | d_loss: 0.1672 | g_loss: 0.7583
Epoch [   22/   50] | d_loss: 0.0833 | g_loss: 0.7451
Epoch [   22/   50] | d_loss: 0.1949 | g_loss: 0.7428
Epoch [   22/   50] | d_loss: 0.1624 | g_loss: 0.6011
Epoch [   22/   50] | d_loss: 0.1235 | g_loss: 1.5501
Epoch [   22/   50] | d_loss: 0.2359 | g_loss: 1.3658
Epoch [   22/   50] | d_loss: 0.1635 | g_loss: 0.8416
Epoch [   22/   50] | d_loss: 0.1288 | g_loss: 0.8940
Epoch [   22/   50] | d_loss: 0.0813 | g_loss: 0.8478
Epoch [   22/   50] | d_loss: 0.0474 | g_loss: 1.1885
Epoch [   22/   50] | d_loss: 0.0871 | g_loss: 0.9113
Epoch [   22/   50] | d_loss: 0.2353 | g_loss: 0.5653
Epoch [   22/   50] | d_loss: 0.0699 | g_loss: 1.0640
Epoch [   22/   50] | d_loss: 0.0728 | g_loss: 0.5458
Epoch [   22/   50] | d_loss: 0.2834 | g_loss: 0.9192
Epoch [   22/   50] | d_loss: 0.1469 | g_loss: 0.4973
Epoch [   22/   50] | d_loss: 0.0479 | g_loss: 0.7379
Epoch [   22/   50] | d_loss: 0.1484 | g_loss: 0.8937
Epoch [   23/   50] | d_loss: 0.1311 | g_loss: 0.5789
Epoch [   23/   50] | d_loss: 0.1882 | g_loss: 0.8246
Epoch [   23/   50] | d_loss: 0.1452 | g_loss: 0.6998
Epoch [   23/   50] | d_loss: 0.1272 | g_loss: 1.0654
Epoch [   23/   50] | d_loss: 0.0692 | g_loss: 0.8199
Epoch [   23/   50] | d_loss: 0.0871 | g_loss: 1.1606
Epoch [   23/   50] | d_loss: 0.0921 | g_loss: 0.7020
Epoch [   23/   50] | d_loss: 0.0848 | g_loss: 0.8087
Epoch [   23/   50] | d_loss: 0.0887 | g_loss: 0.8322
Epoch [   23/   50] | d_loss: 0.0756 | g_loss: 1.3806
Epoch [   23/   50] | d_loss: 0.1814 | g_loss: 0.9023
Epoch [   23/   50] | d_loss: 0.0959 | g_loss: 0.6046
Epoch [   23/   50] | d_loss: 0.0867 | g_loss: 0.7132
Epoch [   23/   50] | d_loss: 0.2456 | g_loss: 0.5361
Epoch [   23/   50] | d_loss: 0.1255 | g_loss: 0.6347
Epoch [   23/   50] | d_loss: 0.0486 | g_loss: 0.7835
Epoch [   23/   50] | d_loss: 0.0506 | g_loss: 1.1279
Epoch [   23/   50] | d_loss: 0.2885 | g_loss: 0.9557
Epoch [   23/   50] | d_loss: 0.1064 | g_loss: 0.6048
Epoch [   23/   50] | d_loss: 0.0756 | g_loss: 0.6765
Epoch [   23/   50] | d_loss: 0.2325 | g_loss: 0.4621
Epoch [   23/   50] | d_loss: 0.0702 | g_loss: 0.8954
Epoch [   23/   50] | d_loss: 0.1136 | g_loss: 0.9643
Epoch [   23/   50] | d_loss: 0.0963 | g_loss: 1.2759
Epoch [   23/   50] | d_loss: 0.2645 | g_loss: 0.4409
Epoch [   23/   50] | d_loss: 0.0906 | g_loss: 0.6477
Epoch [   23/   50] | d_loss: 0.1167 | g_loss: 0.8703
Epoch [   23/   50] | d_loss: 0.0996 | g_loss: 0.9201
Epoch [   23/   50] | d_loss: 0.0691 | g_loss: 0.9943
Epoch [   23/   50] | d_loss: 0.1121 | g_loss: 0.8995
Epoch [   23/   50] | d_loss: 0.1882 | g_loss: 0.4178
Epoch [   23/   50] | d_loss: 0.2281 | g_loss: 0.9690
Epoch [   23/   50] | d_loss: 0.0804 | g_loss: 0.5797
Epoch [   23/   50] | d_loss: 0.0532 | g_loss: 1.0777
Epoch [   23/   50] | d_loss: 0.0823 | g_loss: 0.5522
Epoch [   23/   50] | d_loss: 0.0812 | g_loss: 1.1287
Epoch [   23/   50] | d_loss: 0.0486 | g_loss: 1.1212
Epoch [   23/   50] | d_loss: 0.1402 | g_loss: 0.5973
Epoch [   23/   50] | d_loss: 0.1287 | g_loss: 1.3073
Epoch [   23/   50] | d_loss: 0.0821 | g_loss: 1.0987
Epoch [   23/   50] | d_loss: 0.0763 | g_loss: 0.5914
Epoch [   23/   50] | d_loss: 0.1165 | g_loss: 0.9305
Epoch [   23/   50] | d_loss: 0.1139 | g_loss: 0.9632
Epoch [   23/   50] | d_loss: 0.2165 | g_loss: 0.8956
Epoch [   23/   50] | d_loss: 0.1340 | g_loss: 0.6425
Epoch [   23/   50] | d_loss: 0.0849 | g_loss: 1.1551
Epoch [   23/   50] | d_loss: 0.0864 | g_loss: 0.8274
Epoch [   23/   50] | d_loss: 0.0961 | g_loss: 1.1480
Epoch [   23/   50] | d_loss: 0.1019 | g_loss: 0.8649
Epoch [   23/   50] | d_loss: 0.0950 | g_loss: 0.8139
Epoch [   23/   50] | d_loss: 0.0815 | g_loss: 0.6035
Epoch [   23/   50] | d_loss: 0.1199 | g_loss: 0.7061
Epoch [   23/   50] | d_loss: 0.0578 | g_loss: 1.0020
Epoch [   23/   50] | d_loss: 0.1301 | g_loss: 0.8205
Epoch [   23/   50] | d_loss: 0.2362 | g_loss: 0.8521
Epoch [   23/   50] | d_loss: 0.1965 | g_loss: 0.9778
Epoch [   23/   50] | d_loss: 0.1739 | g_loss: 0.3124
Epoch [   24/   50] | d_loss: 0.1111 | g_loss: 0.5061
Epoch [   24/   50] | d_loss: 0.0931 | g_loss: 0.8500
Epoch [   24/   50] | d_loss: 0.1143 | g_loss: 0.6860
Epoch [   24/   50] | d_loss: 0.0843 | g_loss: 0.5403
Epoch [   24/   50] | d_loss: 0.0566 | g_loss: 0.8086
Epoch [   24/   50] | d_loss: 0.1142 | g_loss: 1.5618
Epoch [   24/   50] | d_loss: 0.1289 | g_loss: 1.1017
Epoch [   24/   50] | d_loss: 0.3058 | g_loss: 0.9401
Epoch [   24/   50] | d_loss: 0.1083 | g_loss: 0.7612
Epoch [   24/   50] | d_loss: 0.1112 | g_loss: 0.9818
Epoch [   24/   50] | d_loss: 0.0710 | g_loss: 1.2045
Epoch [   24/   50] | d_loss: 0.1055 | g_loss: 1.1667
Epoch [   24/   50] | d_loss: 0.0746 | g_loss: 0.5768
Epoch [   24/   50] | d_loss: 0.1000 | g_loss: 0.6986
Epoch [   24/   50] | d_loss: 0.1219 | g_loss: 1.0904
Epoch [   24/   50] | d_loss: 0.1183 | g_loss: 0.7224
Epoch [   24/   50] | d_loss: 0.1303 | g_loss: 0.8531
Epoch [   24/   50] | d_loss: 0.0652 | g_loss: 0.8408
Epoch [   24/   50] | d_loss: 0.3585 | g_loss: 0.9173
Epoch [   24/   50] | d_loss: 0.0559 | g_loss: 0.8328
Epoch [   24/   50] | d_loss: 0.1281 | g_loss: 0.4530
Epoch [   24/   50] | d_loss: 0.1207 | g_loss: 0.9889
Epoch [   24/   50] | d_loss: 0.2267 | g_loss: 0.6181
Epoch [   24/   50] | d_loss: 0.0975 | g_loss: 0.9096
Epoch [   24/   50] | d_loss: 0.0968 | g_loss: 0.8149
Epoch [   24/   50] | d_loss: 0.1766 | g_loss: 0.5854
Epoch [   24/   50] | d_loss: 0.0548 | g_loss: 1.2271
Epoch [   24/   50] | d_loss: 0.1017 | g_loss: 1.0559
Epoch [   24/   50] | d_loss: 0.2760 | g_loss: 1.1551
Epoch [   24/   50] | d_loss: 0.0800 | g_loss: 0.8803
Epoch [   24/   50] | d_loss: 0.0797 | g_loss: 0.5940
Epoch [   24/   50] | d_loss: 0.1584 | g_loss: 0.6142
Epoch [   24/   50] | d_loss: 0.1000 | g_loss: 0.6277
Epoch [   24/   50] | d_loss: 0.1580 | g_loss: 0.7966
Epoch [   24/   50] | d_loss: 0.2106 | g_loss: 1.1989
Epoch [   24/   50] | d_loss: 0.0721 | g_loss: 1.3193
Epoch [   24/   50] | d_loss: 0.1350 | g_loss: 0.8153
Epoch [   24/   50] | d_loss: 0.0825 | g_loss: 0.8024
Epoch [   24/   50] | d_loss: 0.0686 | g_loss: 0.7178
Epoch [   24/   50] | d_loss: 0.2239 | g_loss: 1.3537
Epoch [   24/   50] | d_loss: 0.2444 | g_loss: 0.4593
Epoch [   24/   50] | d_loss: 0.1802 | g_loss: 1.1646
Epoch [   24/   50] | d_loss: 0.1041 | g_loss: 0.7847
Epoch [   24/   50] | d_loss: 0.1666 | g_loss: 1.0987
Epoch [   24/   50] | d_loss: 0.0715 | g_loss: 0.7278
Epoch [   24/   50] | d_loss: 0.1100 | g_loss: 0.7707
Epoch [   24/   50] | d_loss: 0.0522 | g_loss: 0.7607
Epoch [   24/   50] | d_loss: 0.1345 | g_loss: 0.8021
Epoch [   24/   50] | d_loss: 0.0942 | g_loss: 0.6946
Epoch [   24/   50] | d_loss: 0.0911 | g_loss: 0.8028
Epoch [   24/   50] | d_loss: 0.1140 | g_loss: 0.8087
Epoch [   24/   50] | d_loss: 0.1643 | g_loss: 0.8164
Epoch [   24/   50] | d_loss: 0.0642 | g_loss: 1.0622
Epoch [   24/   50] | d_loss: 0.1549 | g_loss: 0.9380
Epoch [   24/   50] | d_loss: 0.0664 | g_loss: 1.1814
Epoch [   24/   50] | d_loss: 0.0871 | g_loss: 0.8956
Epoch [   24/   50] | d_loss: 0.0625 | g_loss: 1.4663
Epoch [   25/   50] | d_loss: 0.1378 | g_loss: 0.7127
Epoch [   25/   50] | d_loss: 0.1415 | g_loss: 1.0381
Epoch [   25/   50] | d_loss: 0.1622 | g_loss: 1.2290
Epoch [   25/   50] | d_loss: 0.0625 | g_loss: 0.9861
Epoch [   25/   50] | d_loss: 0.3741 | g_loss: 0.3373
Epoch [   25/   50] | d_loss: 0.0614 | g_loss: 1.0091
Epoch [   25/   50] | d_loss: 0.1076 | g_loss: 0.8831
Epoch [   25/   50] | d_loss: 0.0765 | g_loss: 1.0359
Epoch [   25/   50] | d_loss: 0.0952 | g_loss: 0.9480
Epoch [   25/   50] | d_loss: 0.1345 | g_loss: 1.2186
Epoch [   25/   50] | d_loss: 0.2037 | g_loss: 0.4848
Epoch [   25/   50] | d_loss: 0.1172 | g_loss: 1.1039
Epoch [   25/   50] | d_loss: 0.0892 | g_loss: 0.7862
Epoch [   25/   50] | d_loss: 0.0917 | g_loss: 1.0241
Epoch [   25/   50] | d_loss: 0.0851 | g_loss: 0.8523
Epoch [   25/   50] | d_loss: 0.1087 | g_loss: 0.9351
Epoch [   25/   50] | d_loss: 0.1223 | g_loss: 1.1211
Epoch [   25/   50] | d_loss: 0.0919 | g_loss: 0.8315
Epoch [   25/   50] | d_loss: 0.0840 | g_loss: 1.1038
Epoch [   25/   50] | d_loss: 0.1513 | g_loss: 0.9474
Epoch [   25/   50] | d_loss: 0.3012 | g_loss: 0.8389
Epoch [   25/   50] | d_loss: 0.1418 | g_loss: 0.9311
Epoch [   25/   50] | d_loss: 0.0978 | g_loss: 0.6895
Epoch [   25/   50] | d_loss: 0.0886 | g_loss: 0.9783
Epoch [   25/   50] | d_loss: 0.1888 | g_loss: 0.3503
Epoch [   25/   50] | d_loss: 0.0962 | g_loss: 1.2715
Epoch [   25/   50] | d_loss: 0.1397 | g_loss: 0.7844
Epoch [   25/   50] | d_loss: 0.1021 | g_loss: 0.6615
Epoch [   25/   50] | d_loss: 0.0625 | g_loss: 0.8338
Epoch [   25/   50] | d_loss: 0.0760 | g_loss: 0.6374
Epoch [   25/   50] | d_loss: 0.3859 | g_loss: 0.5335
Epoch [   25/   50] | d_loss: 0.0948 | g_loss: 0.6760
Epoch [   25/   50] | d_loss: 0.1686 | g_loss: 0.5539
Epoch [   25/   50] | d_loss: 0.1346 | g_loss: 0.4442
Epoch [   25/   50] | d_loss: 0.1089 | g_loss: 0.6933
Epoch [   25/   50] | d_loss: 0.1405 | g_loss: 0.6043
Epoch [   25/   50] | d_loss: 0.0968 | g_loss: 0.9131
Epoch [   25/   50] | d_loss: 0.0815 | g_loss: 1.1449
Epoch [   25/   50] | d_loss: 0.0418 | g_loss: 1.1924
Epoch [   25/   50] | d_loss: 0.0728 | g_loss: 0.9535
Epoch [   25/   50] | d_loss: 0.1024 | g_loss: 0.9866
Epoch [   25/   50] | d_loss: 0.1056 | g_loss: 0.6491
Epoch [   25/   50] | d_loss: 0.0848 | g_loss: 0.8597
Epoch [   25/   50] | d_loss: 0.1669 | g_loss: 0.3121
Epoch [   25/   50] | d_loss: 0.1186 | g_loss: 0.6410
Epoch [   25/   50] | d_loss: 0.1311 | g_loss: 1.2325
Epoch [   25/   50] | d_loss: 0.0830 | g_loss: 0.8970
Epoch [   25/   50] | d_loss: 0.1560 | g_loss: 0.8613
Epoch [   25/   50] | d_loss: 0.2013 | g_loss: 1.4302
Epoch [   25/   50] | d_loss: 0.1758 | g_loss: 0.6781
Epoch [   25/   50] | d_loss: 0.1205 | g_loss: 0.8872
Epoch [   25/   50] | d_loss: 0.1137 | g_loss: 0.7936
Epoch [   25/   50] | d_loss: 0.1106 | g_loss: 0.6243
Epoch [   25/   50] | d_loss: 0.0929 | g_loss: 0.9290
Epoch [   25/   50] | d_loss: 0.1657 | g_loss: 0.4924
Epoch [   25/   50] | d_loss: 0.0872 | g_loss: 0.9497
Epoch [   25/   50] | d_loss: 0.0897 | g_loss: 0.5779
Epoch [   26/   50] | d_loss: 0.1430 | g_loss: 0.6352
Epoch [   26/   50] | d_loss: 0.1283 | g_loss: 0.8218
Epoch [   26/   50] | d_loss: 0.0527 | g_loss: 1.0599
Epoch [   26/   50] | d_loss: 0.0887 | g_loss: 0.8159
Epoch [   26/   50] | d_loss: 0.1248 | g_loss: 0.5588
Epoch [   26/   50] | d_loss: 0.0989 | g_loss: 0.6579
Epoch [   26/   50] | d_loss: 0.1872 | g_loss: 0.9551
Epoch [   26/   50] | d_loss: 0.0780 | g_loss: 1.0955
Epoch [   26/   50] | d_loss: 0.0812 | g_loss: 0.5571
Epoch [   26/   50] | d_loss: 0.2033 | g_loss: 0.6268
Epoch [   26/   50] | d_loss: 0.0854 | g_loss: 0.7099
Epoch [   26/   50] | d_loss: 0.1397 | g_loss: 0.9160
Epoch [   26/   50] | d_loss: 0.0993 | g_loss: 0.8523
Epoch [   26/   50] | d_loss: 0.1548 | g_loss: 0.7092
Epoch [   26/   50] | d_loss: 0.1608 | g_loss: 0.6982
Epoch [   26/   50] | d_loss: 0.1553 | g_loss: 0.7885
Epoch [   26/   50] | d_loss: 0.0601 | g_loss: 0.9035
Epoch [   26/   50] | d_loss: 0.0562 | g_loss: 0.7266
Epoch [   26/   50] | d_loss: 0.0471 | g_loss: 1.0604
Epoch [   26/   50] | d_loss: 0.0871 | g_loss: 0.6723
Epoch [   26/   50] | d_loss: 0.0874 | g_loss: 0.5773
Epoch [   26/   50] | d_loss: 0.2225 | g_loss: 1.6859
Epoch [   26/   50] | d_loss: 0.0946 | g_loss: 0.7324
Epoch [   26/   50] | d_loss: 0.0639 | g_loss: 1.1800
Epoch [   26/   50] | d_loss: 0.1498 | g_loss: 0.4152
Epoch [   26/   50] | d_loss: 0.1103 | g_loss: 0.6838
Epoch [   26/   50] | d_loss: 0.1898 | g_loss: 0.4311
Epoch [   26/   50] | d_loss: 0.0666 | g_loss: 1.1568
Epoch [   26/   50] | d_loss: 0.1912 | g_loss: 0.6105
Epoch [   26/   50] | d_loss: 0.1572 | g_loss: 1.0093
Epoch [   26/   50] | d_loss: 0.0550 | g_loss: 0.9862
Epoch [   26/   50] | d_loss: 0.0457 | g_loss: 0.9668
Epoch [   26/   50] | d_loss: 0.1637 | g_loss: 0.6720
Epoch [   26/   50] | d_loss: 0.0571 | g_loss: 1.3798
Epoch [   26/   50] | d_loss: 0.2785 | g_loss: 1.4461
Epoch [   26/   50] | d_loss: 0.1189 | g_loss: 0.9978
Epoch [   26/   50] | d_loss: 0.0665 | g_loss: 0.7403
Epoch [   26/   50] | d_loss: 0.1789 | g_loss: 1.1761
Epoch [   26/   50] | d_loss: 0.0662 | g_loss: 1.1213
Epoch [   26/   50] | d_loss: 0.0745 | g_loss: 0.7145
Epoch [   26/   50] | d_loss: 0.1023 | g_loss: 0.6544
Epoch [   26/   50] | d_loss: 0.0643 | g_loss: 0.7996
Epoch [   26/   50] | d_loss: 0.0659 | g_loss: 1.0582
Epoch [   26/   50] | d_loss: 0.1060 | g_loss: 0.8951
Epoch [   26/   50] | d_loss: 0.0557 | g_loss: 0.8366
Epoch [   26/   50] | d_loss: 0.1047 | g_loss: 0.7074
Epoch [   26/   50] | d_loss: 0.0544 | g_loss: 0.8151
Epoch [   26/   50] | d_loss: 0.0739 | g_loss: 1.1939
Epoch [   26/   50] | d_loss: 0.0950 | g_loss: 1.0060
Epoch [   26/   50] | d_loss: 0.1126 | g_loss: 0.5704
Epoch [   26/   50] | d_loss: 0.0510 | g_loss: 0.6882
Epoch [   26/   50] | d_loss: 0.0989 | g_loss: 0.8861
Epoch [   26/   50] | d_loss: 0.1352 | g_loss: 0.7553
Epoch [   26/   50] | d_loss: 0.0674 | g_loss: 0.6951
Epoch [   26/   50] | d_loss: 0.0829 | g_loss: 0.9492
Epoch [   26/   50] | d_loss: 0.0660 | g_loss: 0.7068
Epoch [   26/   50] | d_loss: 0.1004 | g_loss: 0.7435
Epoch [   27/   50] | d_loss: 0.2038 | g_loss: 0.5764
Epoch [   27/   50] | d_loss: 0.0632 | g_loss: 0.7517
Epoch [   27/   50] | d_loss: 0.0961 | g_loss: 0.8210
Epoch [   27/   50] | d_loss: 0.0648 | g_loss: 0.9595
Epoch [   27/   50] | d_loss: 0.0633 | g_loss: 0.7447
Epoch [   27/   50] | d_loss: 0.1267 | g_loss: 0.5691
Epoch [   27/   50] | d_loss: 0.0502 | g_loss: 0.6832
Epoch [   27/   50] | d_loss: 0.1431 | g_loss: 1.1093
Epoch [   27/   50] | d_loss: 0.0786 | g_loss: 0.7225
Epoch [   27/   50] | d_loss: 0.0829 | g_loss: 0.6273
Epoch [   27/   50] | d_loss: 0.2482 | g_loss: 1.0100
Epoch [   27/   50] | d_loss: 0.0897 | g_loss: 0.4949
Epoch [   27/   50] | d_loss: 0.0834 | g_loss: 0.8831
Epoch [   27/   50] | d_loss: 0.1128 | g_loss: 0.6269
Epoch [   27/   50] | d_loss: 0.0728 | g_loss: 0.6947
Epoch [   27/   50] | d_loss: 0.1767 | g_loss: 0.9152
Epoch [   27/   50] | d_loss: 0.0503 | g_loss: 0.9687
Epoch [   27/   50] | d_loss: 0.0853 | g_loss: 0.8183
Epoch [   27/   50] | d_loss: 0.1228 | g_loss: 0.8385
Epoch [   27/   50] | d_loss: 0.1641 | g_loss: 1.2521
Epoch [   27/   50] | d_loss: 0.0633 | g_loss: 0.4583
Epoch [   27/   50] | d_loss: 0.1324 | g_loss: 0.8474
Epoch [   27/   50] | d_loss: 0.0450 | g_loss: 0.8123
Epoch [   27/   50] | d_loss: 0.0762 | g_loss: 0.5894
Epoch [   27/   50] | d_loss: 0.0839 | g_loss: 0.9533
Epoch [   27/   50] | d_loss: 0.0512 | g_loss: 0.6502
Epoch [   27/   50] | d_loss: 0.1174 | g_loss: 0.8456
Epoch [   27/   50] | d_loss: 0.0494 | g_loss: 1.0205
Epoch [   27/   50] | d_loss: 0.1212 | g_loss: 1.1729
Epoch [   27/   50] | d_loss: 0.0879 | g_loss: 0.5689
Epoch [   27/   50] | d_loss: 0.1322 | g_loss: 0.7032
Epoch [   27/   50] | d_loss: 0.1761 | g_loss: 1.3523
Epoch [   27/   50] | d_loss: 0.1835 | g_loss: 0.7763
Epoch [   27/   50] | d_loss: 0.1389 | g_loss: 1.1489
Epoch [   27/   50] | d_loss: 0.0681 | g_loss: 0.6953
Epoch [   27/   50] | d_loss: 0.1487 | g_loss: 0.7723
Epoch [   27/   50] | d_loss: 0.1522 | g_loss: 0.8411
Epoch [   27/   50] | d_loss: 0.1451 | g_loss: 0.7587
Epoch [   27/   50] | d_loss: 0.0825 | g_loss: 0.9638
Epoch [   27/   50] | d_loss: 0.0707 | g_loss: 0.9823
Epoch [   27/   50] | d_loss: 0.2984 | g_loss: 0.6624
Epoch [   27/   50] | d_loss: 0.1109 | g_loss: 0.6750
Epoch [   27/   50] | d_loss: 0.0489 | g_loss: 0.8419
Epoch [   27/   50] | d_loss: 0.1417 | g_loss: 0.5132
Epoch [   27/   50] | d_loss: 0.1926 | g_loss: 0.4603
Epoch [   27/   50] | d_loss: 0.0723 | g_loss: 0.7463
Epoch [   27/   50] | d_loss: 0.1596 | g_loss: 0.3740
Epoch [   27/   50] | d_loss: 0.1785 | g_loss: 0.6284
Epoch [   27/   50] | d_loss: 0.0891 | g_loss: 0.7507
Epoch [   27/   50] | d_loss: 0.2073 | g_loss: 1.4217
Epoch [   27/   50] | d_loss: 0.0473 | g_loss: 1.0063
Epoch [   27/   50] | d_loss: 0.0788 | g_loss: 0.9380
Epoch [   27/   50] | d_loss: 0.2339 | g_loss: 1.3400
Epoch [   27/   50] | d_loss: 0.0958 | g_loss: 0.8071
Epoch [   27/   50] | d_loss: 0.1803 | g_loss: 0.9491
Epoch [   27/   50] | d_loss: 0.1475 | g_loss: 0.6614
Epoch [   27/   50] | d_loss: 0.1119 | g_loss: 0.6316
Epoch [   28/   50] | d_loss: 0.0293 | g_loss: 1.3554
Epoch [   28/   50] | d_loss: 0.2122 | g_loss: 0.7965
Epoch [   28/   50] | d_loss: 0.1574 | g_loss: 0.8547
Epoch [   28/   50] | d_loss: 0.1153 | g_loss: 0.8193
Epoch [   28/   50] | d_loss: 0.1216 | g_loss: 1.1184
Epoch [   28/   50] | d_loss: 0.0375 | g_loss: 0.7193
Epoch [   28/   50] | d_loss: 0.0457 | g_loss: 0.6357
Epoch [   28/   50] | d_loss: 0.0734 | g_loss: 1.3399
Epoch [   28/   50] | d_loss: 0.0960 | g_loss: 0.9928
Epoch [   28/   50] | d_loss: 0.0409 | g_loss: 0.9706
Epoch [   28/   50] | d_loss: 0.0965 | g_loss: 0.7052
Epoch [   28/   50] | d_loss: 0.0747 | g_loss: 0.5745
Epoch [   28/   50] | d_loss: 0.0823 | g_loss: 0.5564
Epoch [   28/   50] | d_loss: 0.1072 | g_loss: 0.6164
Epoch [   28/   50] | d_loss: 0.1833 | g_loss: 1.1461
Epoch [   28/   50] | d_loss: 0.0989 | g_loss: 0.8875
Epoch [   28/   50] | d_loss: 0.0613 | g_loss: 0.8734
Epoch [   28/   50] | d_loss: 0.2735 | g_loss: 0.8353
Epoch [   28/   50] | d_loss: 0.0922 | g_loss: 1.0433
Epoch [   28/   50] | d_loss: 0.0583 | g_loss: 0.9484
Epoch [   28/   50] | d_loss: 0.0694 | g_loss: 1.3610
Epoch [   28/   50] | d_loss: 0.0733 | g_loss: 0.8196
Epoch [   28/   50] | d_loss: 0.1914 | g_loss: 0.4305
Epoch [   28/   50] | d_loss: 0.0763 | g_loss: 1.1006
Epoch [   28/   50] | d_loss: 0.0619 | g_loss: 0.8197
Epoch [   28/   50] | d_loss: 0.0540 | g_loss: 0.9025
Epoch [   28/   50] | d_loss: 0.3442 | g_loss: 0.3891
Epoch [   28/   50] | d_loss: 0.1220 | g_loss: 0.7977
Epoch [   28/   50] | d_loss: 0.0719 | g_loss: 0.8538
Epoch [   28/   50] | d_loss: 0.0475 | g_loss: 0.7405
Epoch [   28/   50] | d_loss: 0.1029 | g_loss: 0.9551
Epoch [   28/   50] | d_loss: 0.0989 | g_loss: 0.8127
Epoch [   28/   50] | d_loss: 0.1502 | g_loss: 0.8441
Epoch [   28/   50] | d_loss: 0.1010 | g_loss: 1.0063
Epoch [   28/   50] | d_loss: 0.1303 | g_loss: 0.8528
Epoch [   28/   50] | d_loss: 0.1044 | g_loss: 0.8164
Epoch [   28/   50] | d_loss: 0.0551 | g_loss: 1.0424
Epoch [   28/   50] | d_loss: 0.0574 | g_loss: 0.8587
Epoch [   28/   50] | d_loss: 0.1485 | g_loss: 0.6166
Epoch [   28/   50] | d_loss: 0.1249 | g_loss: 0.7869
Epoch [   28/   50] | d_loss: 0.0721 | g_loss: 1.1119
Epoch [   28/   50] | d_loss: 0.1576 | g_loss: 0.6241
Epoch [   28/   50] | d_loss: 0.1773 | g_loss: 0.7015
Epoch [   28/   50] | d_loss: 0.0475 | g_loss: 0.6813
Epoch [   28/   50] | d_loss: 0.0579 | g_loss: 0.8754
Epoch [   28/   50] | d_loss: 0.0846 | g_loss: 1.0130
Epoch [   28/   50] | d_loss: 0.1030 | g_loss: 0.9062
Epoch [   28/   50] | d_loss: 0.2605 | g_loss: 0.7016
Epoch [   28/   50] | d_loss: 0.0849 | g_loss: 0.7684
Epoch [   28/   50] | d_loss: 0.0674 | g_loss: 0.8276
Epoch [   28/   50] | d_loss: 0.2858 | g_loss: 0.4906
Epoch [   28/   50] | d_loss: 0.0920 | g_loss: 1.1546
Epoch [   28/   50] | d_loss: 0.2769 | g_loss: 1.7798
Epoch [   28/   50] | d_loss: 0.0918 | g_loss: 0.5697
Epoch [   28/   50] | d_loss: 0.0580 | g_loss: 1.4448
Epoch [   28/   50] | d_loss: 0.0467 | g_loss: 1.2096
Epoch [   28/   50] | d_loss: 0.1039 | g_loss: 0.5750
Epoch [   29/   50] | d_loss: 0.1507 | g_loss: 0.8537
Epoch [   29/   50] | d_loss: 0.0854 | g_loss: 1.0136
Epoch [   29/   50] | d_loss: 0.1441 | g_loss: 0.5407
Epoch [   29/   50] | d_loss: 0.0691 | g_loss: 0.6082
Epoch [   29/   50] | d_loss: 0.0602 | g_loss: 0.9218
Epoch [   29/   50] | d_loss: 0.0558 | g_loss: 0.8024
Epoch [   29/   50] | d_loss: 0.0494 | g_loss: 0.5488
Epoch [   29/   50] | d_loss: 0.1075 | g_loss: 1.5855
Epoch [   29/   50] | d_loss: 0.1012 | g_loss: 0.5368
Epoch [   29/   50] | d_loss: 0.0421 | g_loss: 0.7767
Epoch [   29/   50] | d_loss: 0.1040 | g_loss: 0.7107
Epoch [   29/   50] | d_loss: 0.0650 | g_loss: 0.9823
Epoch [   29/   50] | d_loss: 0.1638 | g_loss: 0.6328
Epoch [   29/   50] | d_loss: 0.0680 | g_loss: 1.4249
Epoch [   29/   50] | d_loss: 0.0659 | g_loss: 0.6844
Epoch [   29/   50] | d_loss: 0.0666 | g_loss: 0.9641
Epoch [   29/   50] | d_loss: 0.3393 | g_loss: 1.4771
Epoch [   29/   50] | d_loss: 0.1367 | g_loss: 0.9140
Epoch [   29/   50] | d_loss: 0.2026 | g_loss: 1.3371
Epoch [   29/   50] | d_loss: 0.0692 | g_loss: 0.9607
Epoch [   29/   50] | d_loss: 0.1441 | g_loss: 0.9956
Epoch [   29/   50] | d_loss: 0.0415 | g_loss: 1.1252
Epoch [   29/   50] | d_loss: 0.2262 | g_loss: 0.5073
Epoch [   29/   50] | d_loss: 0.1039 | g_loss: 0.9284
Epoch [   29/   50] | d_loss: 0.0706 | g_loss: 0.5858
Epoch [   29/   50] | d_loss: 0.0760 | g_loss: 0.7490
Epoch [   29/   50] | d_loss: 0.1844 | g_loss: 1.2267
Epoch [   29/   50] | d_loss: 0.2675 | g_loss: 1.3440
Epoch [   29/   50] | d_loss: 0.0890 | g_loss: 0.6080
Epoch [   29/   50] | d_loss: 0.0747 | g_loss: 1.0095
Epoch [   29/   50] | d_loss: 0.2721 | g_loss: 1.6182
Epoch [   29/   50] | d_loss: 0.0414 | g_loss: 1.1310
Epoch [   29/   50] | d_loss: 0.0807 | g_loss: 0.9402
Epoch [   29/   50] | d_loss: 0.0924 | g_loss: 0.7008
Epoch [   29/   50] | d_loss: 0.1783 | g_loss: 1.3231
Epoch [   29/   50] | d_loss: 0.0913 | g_loss: 0.2981
Epoch [   29/   50] | d_loss: 0.1540 | g_loss: 0.8662
Epoch [   29/   50] | d_loss: 0.0663 | g_loss: 0.7778
Epoch [   29/   50] | d_loss: 0.1189 | g_loss: 1.1842
Epoch [   29/   50] | d_loss: 0.0928 | g_loss: 0.4936
Epoch [   29/   50] | d_loss: 0.0601 | g_loss: 0.6946
Epoch [   29/   50] | d_loss: 0.0826 | g_loss: 0.4948
Epoch [   29/   50] | d_loss: 0.0504 | g_loss: 1.0264
Epoch [   29/   50] | d_loss: 0.1238 | g_loss: 0.4524
Epoch [   29/   50] | d_loss: 0.1297 | g_loss: 0.7804
Epoch [   29/   50] | d_loss: 0.1683 | g_loss: 0.8598
Epoch [   29/   50] | d_loss: 0.1906 | g_loss: 0.5018
Epoch [   29/   50] | d_loss: 0.0705 | g_loss: 0.8217
Epoch [   29/   50] | d_loss: 0.0763 | g_loss: 0.7275
Epoch [   29/   50] | d_loss: 0.0963 | g_loss: 1.0849
Epoch [   29/   50] | d_loss: 0.0881 | g_loss: 0.4190
Epoch [   29/   50] | d_loss: 0.0360 | g_loss: 0.8333
Epoch [   29/   50] | d_loss: 0.0742 | g_loss: 0.7864
Epoch [   29/   50] | d_loss: 0.0510 | g_loss: 1.0589
Epoch [   29/   50] | d_loss: 0.0532 | g_loss: 0.6896
Epoch [   29/   50] | d_loss: 0.1358 | g_loss: 0.8107
Epoch [   29/   50] | d_loss: 0.0524 | g_loss: 0.4871
Epoch [   30/   50] | d_loss: 0.0567 | g_loss: 0.5214
Epoch [   30/   50] | d_loss: 0.1080 | g_loss: 0.8008
Epoch [   30/   50] | d_loss: 0.0610 | g_loss: 0.6747
Epoch [   30/   50] | d_loss: 0.0505 | g_loss: 1.0097
Epoch [   30/   50] | d_loss: 0.1392 | g_loss: 0.9375
Epoch [   30/   50] | d_loss: 0.1290 | g_loss: 1.0553
Epoch [   30/   50] | d_loss: 0.1520 | g_loss: 0.3610
Epoch [   30/   50] | d_loss: 0.1584 | g_loss: 0.6529
Epoch [   30/   50] | d_loss: 0.0897 | g_loss: 0.8620
Epoch [   30/   50] | d_loss: 0.0711 | g_loss: 1.0583
Epoch [   30/   50] | d_loss: 0.0617 | g_loss: 0.9755
Epoch [   30/   50] | d_loss: 0.0818 | g_loss: 1.1806
Epoch [   30/   50] | d_loss: 0.0903 | g_loss: 1.1421
Epoch [   30/   50] | d_loss: 0.0688 | g_loss: 1.3374
Epoch [   30/   50] | d_loss: 0.0640 | g_loss: 0.8069
Epoch [   30/   50] | d_loss: 0.0614 | g_loss: 0.8302
Epoch [   30/   50] | d_loss: 0.1541 | g_loss: 0.4404
Epoch [   30/   50] | d_loss: 0.0597 | g_loss: 1.1203
Epoch [   30/   50] | d_loss: 0.1190 | g_loss: 1.0720
Epoch [   30/   50] | d_loss: 0.1141 | g_loss: 1.1999
Epoch [   30/   50] | d_loss: 0.0516 | g_loss: 1.0209
Epoch [   30/   50] | d_loss: 0.0496 | g_loss: 1.0537
Epoch [   30/   50] | d_loss: 0.1395 | g_loss: 0.6826
Epoch [   30/   50] | d_loss: 0.0769 | g_loss: 1.2993
Epoch [   30/   50] | d_loss: 0.0838 | g_loss: 0.8806
Epoch [   30/   50] | d_loss: 0.1779 | g_loss: 0.6019
Epoch [   30/   50] | d_loss: 0.1065 | g_loss: 0.7067
Epoch [   30/   50] | d_loss: 0.1006 | g_loss: 1.2867
Epoch [   30/   50] | d_loss: 0.1430 | g_loss: 0.7702
Epoch [   30/   50] | d_loss: 0.1826 | g_loss: 0.9270
Epoch [   30/   50] | d_loss: 0.0452 | g_loss: 0.6625
Epoch [   30/   50] | d_loss: 0.1378 | g_loss: 0.6221
Epoch [   30/   50] | d_loss: 0.0793 | g_loss: 0.4804
Epoch [   30/   50] | d_loss: 0.0950 | g_loss: 0.9192
Epoch [   30/   50] | d_loss: 0.0448 | g_loss: 0.8749
Epoch [   30/   50] | d_loss: 0.0971 | g_loss: 0.9632
Epoch [   30/   50] | d_loss: 0.0554 | g_loss: 1.0414
Epoch [   30/   50] | d_loss: 0.1351 | g_loss: 1.0458
Epoch [   30/   50] | d_loss: 0.0843 | g_loss: 0.6027
Epoch [   30/   50] | d_loss: 0.0537 | g_loss: 0.8626
Epoch [   30/   50] | d_loss: 0.0537 | g_loss: 0.8063
Epoch [   30/   50] | d_loss: 0.0668 | g_loss: 1.2777
Epoch [   30/   50] | d_loss: 0.1711 | g_loss: 1.3396
Epoch [   30/   50] | d_loss: 0.0914 | g_loss: 0.8763
Epoch [   30/   50] | d_loss: 0.1156 | g_loss: 0.6205
Epoch [   30/   50] | d_loss: 0.0757 | g_loss: 1.2796
Epoch [   30/   50] | d_loss: 0.0945 | g_loss: 0.7961
Epoch [   30/   50] | d_loss: 0.0525 | g_loss: 0.6420
Epoch [   30/   50] | d_loss: 0.0492 | g_loss: 0.8999
Epoch [   30/   50] | d_loss: 0.0883 | g_loss: 0.8816
Epoch [   30/   50] | d_loss: 0.1289 | g_loss: 1.2894
Epoch [   30/   50] | d_loss: 0.0392 | g_loss: 0.8304
Epoch [   30/   50] | d_loss: 0.0558 | g_loss: 1.1949
Epoch [   30/   50] | d_loss: 0.0674 | g_loss: 1.1213
Epoch [   30/   50] | d_loss: 0.1390 | g_loss: 0.7698
Epoch [   30/   50] | d_loss: 0.0830 | g_loss: 0.9129
Epoch [   30/   50] | d_loss: 0.1012 | g_loss: 0.7760
Epoch [   31/   50] | d_loss: 0.0950 | g_loss: 1.3948
Epoch [   31/   50] | d_loss: 0.1043 | g_loss: 0.6648
Epoch [   31/   50] | d_loss: 0.0570 | g_loss: 0.8719
Epoch [   31/   50] | d_loss: 0.0569 | g_loss: 0.9198
Epoch [   31/   50] | d_loss: 0.0876 | g_loss: 0.8509
Epoch [   31/   50] | d_loss: 0.0450 | g_loss: 0.9520
Epoch [   31/   50] | d_loss: 0.1093 | g_loss: 0.6376
Epoch [   31/   50] | d_loss: 0.0653 | g_loss: 0.7308
Epoch [   31/   50] | d_loss: 0.1066 | g_loss: 0.8502
Epoch [   31/   50] | d_loss: 0.1125 | g_loss: 1.2340
Epoch [   31/   50] | d_loss: 0.0370 | g_loss: 1.1257
Epoch [   31/   50] | d_loss: 0.1685 | g_loss: 0.5648
Epoch [   31/   50] | d_loss: 0.0404 | g_loss: 0.7193
Epoch [   31/   50] | d_loss: 0.0500 | g_loss: 0.6540
Epoch [   31/   50] | d_loss: 0.0639 | g_loss: 0.6383
Epoch [   31/   50] | d_loss: 0.0864 | g_loss: 0.9375
Epoch [   31/   50] | d_loss: 0.0471 | g_loss: 0.5488
Epoch [   31/   50] | d_loss: 0.0583 | g_loss: 0.9370
Epoch [   31/   50] | d_loss: 0.0798 | g_loss: 0.8770
Epoch [   31/   50] | d_loss: 0.1393 | g_loss: 1.0119
Epoch [   31/   50] | d_loss: 0.0727 | g_loss: 0.7688
Epoch [   31/   50] | d_loss: 0.1027 | g_loss: 0.6119
Epoch [   31/   50] | d_loss: 0.1620 | g_loss: 0.9106
Epoch [   31/   50] | d_loss: 0.0544 | g_loss: 0.6076
Epoch [   31/   50] | d_loss: 0.0432 | g_loss: 1.1471
Epoch [   31/   50] | d_loss: 0.1440 | g_loss: 0.7055
Epoch [   31/   50] | d_loss: 0.0793 | g_loss: 0.9074
Epoch [   31/   50] | d_loss: 0.0975 | g_loss: 0.8096
Epoch [   31/   50] | d_loss: 0.1347 | g_loss: 0.8587
Epoch [   31/   50] | d_loss: 0.1553 | g_loss: 1.2787
Epoch [   31/   50] | d_loss: 0.0551 | g_loss: 0.9761
Epoch [   31/   50] | d_loss: 0.1511 | g_loss: 0.7332
Epoch [   31/   50] | d_loss: 0.0370 | g_loss: 1.0441
Epoch [   31/   50] | d_loss: 0.0643 | g_loss: 0.9257
Epoch [   31/   50] | d_loss: 0.1079 | g_loss: 0.6601
Epoch [   31/   50] | d_loss: 0.0603 | g_loss: 1.4554
Epoch [   31/   50] | d_loss: 0.0814 | g_loss: 0.6838
Epoch [   31/   50] | d_loss: 0.1268 | g_loss: 0.6249
Epoch [   31/   50] | d_loss: 0.0524 | g_loss: 1.0149
Epoch [   31/   50] | d_loss: 0.1377 | g_loss: 1.1901
Epoch [   31/   50] | d_loss: 0.1062 | g_loss: 0.8030
Epoch [   31/   50] | d_loss: 0.2438 | g_loss: 0.6293
Epoch [   31/   50] | d_loss: 0.0949 | g_loss: 0.6784
Epoch [   31/   50] | d_loss: 0.1985 | g_loss: 0.5006
Epoch [   31/   50] | d_loss: 0.0903 | g_loss: 1.0760
Epoch [   31/   50] | d_loss: 0.0586 | g_loss: 0.7717
Epoch [   31/   50] | d_loss: 0.1146 | g_loss: 0.9164
Epoch [   31/   50] | d_loss: 0.0412 | g_loss: 0.7306
Epoch [   31/   50] | d_loss: 0.1113 | g_loss: 1.2671
Epoch [   31/   50] | d_loss: 0.0888 | g_loss: 1.0048
Epoch [   31/   50] | d_loss: 0.0976 | g_loss: 0.9656
Epoch [   31/   50] | d_loss: 0.1779 | g_loss: 1.1424
Epoch [   31/   50] | d_loss: 0.3915 | g_loss: 0.3371
Epoch [   31/   50] | d_loss: 0.0907 | g_loss: 0.6809
Epoch [   31/   50] | d_loss: 0.0732 | g_loss: 1.0991
Epoch [   31/   50] | d_loss: 0.1114 | g_loss: 0.6674
Epoch [   31/   50] | d_loss: 0.0577 | g_loss: 0.8015
Epoch [   32/   50] | d_loss: 0.1075 | g_loss: 1.0470
Epoch [   32/   50] | d_loss: 0.0584 | g_loss: 1.3930
Epoch [   32/   50] | d_loss: 0.0719 | g_loss: 1.4291
Epoch [   32/   50] | d_loss: 0.0273 | g_loss: 1.0267
Epoch [   32/   50] | d_loss: 0.1079 | g_loss: 0.8211
Epoch [   32/   50] | d_loss: 0.0722 | g_loss: 0.8355
Epoch [   32/   50] | d_loss: 0.0578 | g_loss: 0.9332
Epoch [   32/   50] | d_loss: 0.1094 | g_loss: 0.8841
Epoch [   32/   50] | d_loss: 0.0354 | g_loss: 0.8743
Epoch [   32/   50] | d_loss: 0.1253 | g_loss: 0.8870
Epoch [   32/   50] | d_loss: 0.0476 | g_loss: 1.3207
Epoch [   32/   50] | d_loss: 0.0676 | g_loss: 1.1277
Epoch [   32/   50] | d_loss: 0.0572 | g_loss: 1.1355
Epoch [   32/   50] | d_loss: 0.0444 | g_loss: 1.4070
Epoch [   32/   50] | d_loss: 1.1512 | g_loss: 1.7903
Epoch [   32/   50] | d_loss: 0.0738 | g_loss: 0.8618
Epoch [   32/   50] | d_loss: 0.1807 | g_loss: 1.1015
Epoch [   32/   50] | d_loss: 0.0676 | g_loss: 0.8483
Epoch [   32/   50] | d_loss: 0.0428 | g_loss: 0.8197
Epoch [   32/   50] | d_loss: 0.0552 | g_loss: 0.8892
Epoch [   32/   50] | d_loss: 0.1056 | g_loss: 2.0384
Epoch [   32/   50] | d_loss: 0.0516 | g_loss: 0.9716
Epoch [   32/   50] | d_loss: 0.1304 | g_loss: 0.7061
Epoch [   32/   50] | d_loss: 0.0504 | g_loss: 1.0584
Epoch [   32/   50] | d_loss: 0.0916 | g_loss: 0.6867
Epoch [   32/   50] | d_loss: 0.1858 | g_loss: 0.5022
Epoch [   32/   50] | d_loss: 0.1727 | g_loss: 0.5313
Epoch [   32/   50] | d_loss: 0.0977 | g_loss: 1.0347
Epoch [   32/   50] | d_loss: 0.2078 | g_loss: 0.5772
Epoch [   32/   50] | d_loss: 0.1081 | g_loss: 0.8187
Epoch [   32/   50] | d_loss: 0.1022 | g_loss: 0.7585
Epoch [   32/   50] | d_loss: 0.0684 | g_loss: 0.9518
Epoch [   32/   50] | d_loss: 0.0575 | g_loss: 0.7992
Epoch [   32/   50] | d_loss: 0.1725 | g_loss: 1.2363
Epoch [   32/   50] | d_loss: 0.0895 | g_loss: 0.3220
Epoch [   32/   50] | d_loss: 0.1844 | g_loss: 0.6121
Epoch [   32/   50] | d_loss: 0.1440 | g_loss: 0.7113
Epoch [   32/   50] | d_loss: 0.1619 | g_loss: 1.6290
Epoch [   32/   50] | d_loss: 0.0495 | g_loss: 0.9045
Epoch [   32/   50] | d_loss: 0.2438 | g_loss: 0.5981
Epoch [   32/   50] | d_loss: 0.1119 | g_loss: 0.9540
Epoch [   32/   50] | d_loss: 0.0650 | g_loss: 0.7006
Epoch [   32/   50] | d_loss: 0.1423 | g_loss: 1.1251
Epoch [   32/   50] | d_loss: 0.0681 | g_loss: 0.8687
Epoch [   32/   50] | d_loss: 0.0748 | g_loss: 0.6604
Epoch [   32/   50] | d_loss: 0.0647 | g_loss: 1.1271
Epoch [   32/   50] | d_loss: 0.1867 | g_loss: 0.8364
Epoch [   32/   50] | d_loss: 0.3113 | g_loss: 0.5906
Epoch [   32/   50] | d_loss: 0.0785 | g_loss: 0.7248
Epoch [   32/   50] | d_loss: 0.1198 | g_loss: 0.7469
Epoch [   32/   50] | d_loss: 0.1013 | g_loss: 0.7252
Epoch [   32/   50] | d_loss: 0.0532 | g_loss: 0.5328
Epoch [   32/   50] | d_loss: 0.0860 | g_loss: 0.7927
Epoch [   32/   50] | d_loss: 0.0446 | g_loss: 0.8822
Epoch [   32/   50] | d_loss: 0.7818 | g_loss: 2.2138
Epoch [   32/   50] | d_loss: 0.0859 | g_loss: 1.1459
Epoch [   32/   50] | d_loss: 0.0912 | g_loss: 0.7646
Epoch [   33/   50] | d_loss: 0.0787 | g_loss: 0.8109
Epoch [   33/   50] | d_loss: 0.0664 | g_loss: 0.8941
Epoch [   33/   50] | d_loss: 0.0634 | g_loss: 0.5781
Epoch [   33/   50] | d_loss: 0.1076 | g_loss: 1.1518
Epoch [   33/   50] | d_loss: 0.0599 | g_loss: 0.8577
Epoch [   33/   50] | d_loss: 0.0960 | g_loss: 0.7658
Epoch [   33/   50] | d_loss: 0.1584 | g_loss: 1.0861
Epoch [   33/   50] | d_loss: 0.1019 | g_loss: 1.1863
Epoch [   33/   50] | d_loss: 0.1083 | g_loss: 0.9326
Epoch [   33/   50] | d_loss: 0.0734 | g_loss: 0.7994
Epoch [   33/   50] | d_loss: 0.1276 | g_loss: 0.9703
Epoch [   33/   50] | d_loss: 0.1034 | g_loss: 0.8121
Epoch [   33/   50] | d_loss: 0.0862 | g_loss: 0.5283
Epoch [   33/   50] | d_loss: 0.0524 | g_loss: 0.8660
Epoch [   33/   50] | d_loss: 0.1268 | g_loss: 1.2934
Epoch [   33/   50] | d_loss: 0.0791 | g_loss: 0.8984
Epoch [   33/   50] | d_loss: 0.1639 | g_loss: 0.8267
Epoch [   33/   50] | d_loss: 0.0601 | g_loss: 0.8658
Epoch [   33/   50] | d_loss: 0.0460 | g_loss: 0.5750
Epoch [   33/   50] | d_loss: 0.0499 | g_loss: 1.1312
Epoch [   33/   50] | d_loss: 0.0975 | g_loss: 0.7232
Epoch [   33/   50] | d_loss: 0.0638 | g_loss: 1.1192
Epoch [   33/   50] | d_loss: 0.0656 | g_loss: 0.9584
Epoch [   33/   50] | d_loss: 0.0472 | g_loss: 0.7156
Epoch [   33/   50] | d_loss: 0.0580 | g_loss: 1.3966
Epoch [   33/   50] | d_loss: 0.0400 | g_loss: 1.0884
Epoch [   33/   50] | d_loss: 0.0577 | g_loss: 0.6321
Epoch [   33/   50] | d_loss: 0.1216 | g_loss: 0.7790
Epoch [   33/   50] | d_loss: 0.0446 | g_loss: 1.1163
Epoch [   33/   50] | d_loss: 0.0862 | g_loss: 0.3204
Epoch [   33/   50] | d_loss: 0.1125 | g_loss: 1.0191
Epoch [   33/   50] | d_loss: 0.0809 | g_loss: 1.2615
Epoch [   33/   50] | d_loss: 0.1069 | g_loss: 0.9928
Epoch [   33/   50] | d_loss: 0.1503 | g_loss: 0.9072
Epoch [   33/   50] | d_loss: 0.1361 | g_loss: 1.0608
Epoch [   33/   50] | d_loss: 0.0861 | g_loss: 0.5793
Epoch [   33/   50] | d_loss: 0.0361 | g_loss: 1.3572
Epoch [   33/   50] | d_loss: 0.0540 | g_loss: 0.8449
Epoch [   33/   50] | d_loss: 0.1101 | g_loss: 0.8255
Epoch [   33/   50] | d_loss: 0.0567 | g_loss: 1.1995
Epoch [   33/   50] | d_loss: 0.2769 | g_loss: 0.5137
Epoch [   33/   50] | d_loss: 0.2737 | g_loss: 0.6600
Epoch [   33/   50] | d_loss: 0.2063 | g_loss: 0.6813
Epoch [   33/   50] | d_loss: 0.0713 | g_loss: 0.6877
Epoch [   33/   50] | d_loss: 0.1770 | g_loss: 0.5594
Epoch [   33/   50] | d_loss: 0.0456 | g_loss: 0.9511
Epoch [   33/   50] | d_loss: 0.1224 | g_loss: 1.0101
Epoch [   33/   50] | d_loss: 0.0609 | g_loss: 0.8412
Epoch [   33/   50] | d_loss: 0.1019 | g_loss: 1.0928
Epoch [   33/   50] | d_loss: 0.2045 | g_loss: 0.5931
Epoch [   33/   50] | d_loss: 0.0880 | g_loss: 0.8213
Epoch [   33/   50] | d_loss: 0.0809 | g_loss: 0.6959
Epoch [   33/   50] | d_loss: 0.0989 | g_loss: 0.6277
Epoch [   33/   50] | d_loss: 0.1167 | g_loss: 0.5130
Epoch [   33/   50] | d_loss: 0.0965 | g_loss: 0.8055
Epoch [   33/   50] | d_loss: 0.2263 | g_loss: 0.5865
Epoch [   33/   50] | d_loss: 0.0699 | g_loss: 0.4333
Epoch [   34/   50] | d_loss: 0.0916 | g_loss: 0.6690
Epoch [   34/   50] | d_loss: 0.0556 | g_loss: 0.8717
Epoch [   34/   50] | d_loss: 0.0709 | g_loss: 0.8449
Epoch [   34/   50] | d_loss: 0.0990 | g_loss: 1.1645
Epoch [   34/   50] | d_loss: 0.0940 | g_loss: 0.6511
Epoch [   34/   50] | d_loss: 0.0980 | g_loss: 0.9875
Epoch [   34/   50] | d_loss: 0.1620 | g_loss: 0.9660
Epoch [   34/   50] | d_loss: 0.0630 | g_loss: 0.7874
Epoch [   34/   50] | d_loss: 0.0716 | g_loss: 0.8464
Epoch [   34/   50] | d_loss: 0.0591 | g_loss: 0.8642
Epoch [   34/   50] | d_loss: 0.1629 | g_loss: 0.6971
Epoch [   34/   50] | d_loss: 0.0444 | g_loss: 0.6561
Epoch [   34/   50] | d_loss: 0.0440 | g_loss: 1.1017
Epoch [   34/   50] | d_loss: 0.0843 | g_loss: 0.5402
Epoch [   34/   50] | d_loss: 0.1765 | g_loss: 0.6495
Epoch [   34/   50] | d_loss: 0.0467 | g_loss: 0.7141
Epoch [   34/   50] | d_loss: 0.0753 | g_loss: 0.7911
Epoch [   34/   50] | d_loss: 0.1138 | g_loss: 0.8505
Epoch [   34/   50] | d_loss: 0.1495 | g_loss: 0.8662
Epoch [   34/   50] | d_loss: 0.0536 | g_loss: 0.9338
Epoch [   34/   50] | d_loss: 0.2069 | g_loss: 1.4725
Epoch [   34/   50] | d_loss: 0.0469 | g_loss: 0.7975
Epoch [   34/   50] | d_loss: 0.0555 | g_loss: 0.5224
Epoch [   34/   50] | d_loss: 0.1100 | g_loss: 0.9666
Epoch [   34/   50] | d_loss: 1.0459 | g_loss: 1.5945
Epoch [   34/   50] | d_loss: 0.0987 | g_loss: 0.5460
Epoch [   34/   50] | d_loss: 0.0484 | g_loss: 1.3441
Epoch [   34/   50] | d_loss: 0.0947 | g_loss: 0.7681
Epoch [   34/   50] | d_loss: 0.0656 | g_loss: 1.0412
Epoch [   34/   50] | d_loss: 0.0858 | g_loss: 0.9768
Epoch [   34/   50] | d_loss: 0.0340 | g_loss: 0.9397
Epoch [   34/   50] | d_loss: 0.1321 | g_loss: 1.0100
Epoch [   34/   50] | d_loss: 0.0498 | g_loss: 1.0642
Epoch [   34/   50] | d_loss: 0.1038 | g_loss: 1.1865
Epoch [   34/   50] | d_loss: 0.1870 | g_loss: 0.4919
Epoch [   34/   50] | d_loss: 0.0744 | g_loss: 0.8320
Epoch [   34/   50] | d_loss: 0.1047 | g_loss: 0.9773
Epoch [   34/   50] | d_loss: 0.0437 | g_loss: 0.9798
Epoch [   34/   50] | d_loss: 0.0500 | g_loss: 1.0518
Epoch [   34/   50] | d_loss: 0.1005 | g_loss: 0.7551
Epoch [   34/   50] | d_loss: 0.1360 | g_loss: 0.8986
Epoch [   34/   50] | d_loss: 0.0678 | g_loss: 0.5080
Epoch [   34/   50] | d_loss: 0.3202 | g_loss: 1.5596
Epoch [   34/   50] | d_loss: 0.0751 | g_loss: 1.3016
Epoch [   34/   50] | d_loss: 0.0433 | g_loss: 1.0656
Epoch [   34/   50] | d_loss: 0.0490 | g_loss: 1.2030
Epoch [   34/   50] | d_loss: 0.0405 | g_loss: 0.8232
Epoch [   34/   50] | d_loss: 0.0492 | g_loss: 0.9591
Epoch [   34/   50] | d_loss: 0.0635 | g_loss: 0.9989
Epoch [   34/   50] | d_loss: 0.2174 | g_loss: 0.7769
Epoch [   34/   50] | d_loss: 0.1143 | g_loss: 0.8389
Epoch [   34/   50] | d_loss: 0.1383 | g_loss: 0.7297
Epoch [   34/   50] | d_loss: 0.0479 | g_loss: 0.8323
Epoch [   34/   50] | d_loss: 0.2454 | g_loss: 0.5836
Epoch [   34/   50] | d_loss: 0.0731 | g_loss: 0.8456
Epoch [   34/   50] | d_loss: 0.1199 | g_loss: 1.0719
Epoch [   34/   50] | d_loss: 0.1061 | g_loss: 0.7693
Epoch [   35/   50] | d_loss: 0.0945 | g_loss: 0.7730
Epoch [   35/   50] | d_loss: 0.1194 | g_loss: 0.6627
Epoch [   35/   50] | d_loss: 0.1516 | g_loss: 0.4894
Epoch [   35/   50] | d_loss: 0.1209 | g_loss: 1.0151
Epoch [   35/   50] | d_loss: 0.1539 | g_loss: 1.1274
Epoch [   35/   50] | d_loss: 0.1080 | g_loss: 0.8572
Epoch [   35/   50] | d_loss: 0.1197 | g_loss: 1.0977
Epoch [   35/   50] | d_loss: 0.0627 | g_loss: 0.8804
Epoch [   35/   50] | d_loss: 0.0659 | g_loss: 0.8165
Epoch [   35/   50] | d_loss: 0.0623 | g_loss: 1.5105
Epoch [   35/   50] | d_loss: 0.1044 | g_loss: 0.7825
Epoch [   35/   50] | d_loss: 0.1911 | g_loss: 0.7191
Epoch [   35/   50] | d_loss: 0.1269 | g_loss: 0.6038
Epoch [   35/   50] | d_loss: 0.0354 | g_loss: 0.9958
Epoch [   35/   50] | d_loss: 0.0515 | g_loss: 1.2304
Epoch [   35/   50] | d_loss: 0.0407 | g_loss: 0.8498
Epoch [   35/   50] | d_loss: 0.0457 | g_loss: 1.0379
Epoch [   35/   50] | d_loss: 0.0558 | g_loss: 0.8920
Epoch [   35/   50] | d_loss: 0.0624 | g_loss: 1.1451
Epoch [   35/   50] | d_loss: 0.0814 | g_loss: 0.8317
Epoch [   35/   50] | d_loss: 0.0869 | g_loss: 1.1566
Epoch [   35/   50] | d_loss: 0.0866 | g_loss: 0.8999
Epoch [   35/   50] | d_loss: 0.0846 | g_loss: 0.9226
Epoch [   35/   50] | d_loss: 0.2544 | g_loss: 0.6863
Epoch [   35/   50] | d_loss: 0.0725 | g_loss: 0.9946
Epoch [   35/   50] | d_loss: 0.0736 | g_loss: 1.0765
Epoch [   35/   50] | d_loss: 0.0360 | g_loss: 1.0125
Epoch [   35/   50] | d_loss: 0.1276 | g_loss: 0.6144
Epoch [   35/   50] | d_loss: 0.2345 | g_loss: 0.6446
Epoch [   35/   50] | d_loss: 0.0344 | g_loss: 0.9714
Epoch [   35/   50] | d_loss: 0.1280 | g_loss: 0.5189
Epoch [   35/   50] | d_loss: 0.0564 | g_loss: 1.2606
Epoch [   35/   50] | d_loss: 0.0631 | g_loss: 1.1284
Epoch [   35/   50] | d_loss: 0.1880 | g_loss: 0.7787
Epoch [   35/   50] | d_loss: 0.1402 | g_loss: 0.6848
Epoch [   35/   50] | d_loss: 0.0400 | g_loss: 1.1148
Epoch [   35/   50] | d_loss: 0.0811 | g_loss: 0.9946
Epoch [   35/   50] | d_loss: 0.0504 | g_loss: 0.6408
Epoch [   35/   50] | d_loss: 0.0737 | g_loss: 1.0929
Epoch [   35/   50] | d_loss: 0.0819 | g_loss: 1.0211
Epoch [   35/   50] | d_loss: 0.0474 | g_loss: 1.0660
Epoch [   35/   50] | d_loss: 0.0605 | g_loss: 0.9538
Epoch [   35/   50] | d_loss: 0.0373 | g_loss: 0.8378
Epoch [   35/   50] | d_loss: 0.1319 | g_loss: 1.1216
Epoch [   35/   50] | d_loss: 0.0748 | g_loss: 0.8273
Epoch [   35/   50] | d_loss: 0.1384 | g_loss: 0.3613
Epoch [   35/   50] | d_loss: 0.0640 | g_loss: 0.9336
Epoch [   35/   50] | d_loss: 0.1058 | g_loss: 1.1782
Epoch [   35/   50] | d_loss: 0.0586 | g_loss: 0.9763
Epoch [   35/   50] | d_loss: 0.0597 | g_loss: 1.0854
Epoch [   35/   50] | d_loss: 0.1783 | g_loss: 0.8057
Epoch [   35/   50] | d_loss: 0.4516 | g_loss: 1.4536
Epoch [   35/   50] | d_loss: 0.0347 | g_loss: 1.0867
Epoch [   35/   50] | d_loss: 0.0397 | g_loss: 0.7425
Epoch [   35/   50] | d_loss: 0.0620 | g_loss: 0.8473
Epoch [   35/   50] | d_loss: 0.0622 | g_loss: 1.2287
Epoch [   35/   50] | d_loss: 0.0608 | g_loss: 1.0170
Epoch [   36/   50] | d_loss: 0.0705 | g_loss: 1.1808
Epoch [   36/   50] | d_loss: 0.0849 | g_loss: 1.0524
Epoch [   36/   50] | d_loss: 0.1040 | g_loss: 1.0244
Epoch [   36/   50] | d_loss: 0.1922 | g_loss: 0.6150
Epoch [   36/   50] | d_loss: 0.0496 | g_loss: 0.7540
Epoch [   36/   50] | d_loss: 0.1398 | g_loss: 1.0130
Epoch [   36/   50] | d_loss: 0.0694 | g_loss: 0.8836
Epoch [   36/   50] | d_loss: 0.1256 | g_loss: 1.2292
Epoch [   36/   50] | d_loss: 0.1491 | g_loss: 0.8733
Epoch [   36/   50] | d_loss: 0.1104 | g_loss: 0.9480
Epoch [   36/   50] | d_loss: 0.0698 | g_loss: 1.0913
Epoch [   36/   50] | d_loss: 0.1826 | g_loss: 0.9512
Epoch [   36/   50] | d_loss: 0.1451 | g_loss: 0.7273
Epoch [   36/   50] | d_loss: 0.0621 | g_loss: 0.9441
Epoch [   36/   50] | d_loss: 0.1343 | g_loss: 0.5994
Epoch [   36/   50] | d_loss: 0.0978 | g_loss: 0.5775
Epoch [   36/   50] | d_loss: 0.0839 | g_loss: 0.9190
Epoch [   36/   50] | d_loss: 0.0761 | g_loss: 1.0320
Epoch [   36/   50] | d_loss: 0.0849 | g_loss: 0.6388
Epoch [   36/   50] | d_loss: 0.0705 | g_loss: 1.2956
Epoch [   36/   50] | d_loss: 0.0636 | g_loss: 1.1438
Epoch [   36/   50] | d_loss: 0.0532 | g_loss: 1.0140
Epoch [   36/   50] | d_loss: 0.1169 | g_loss: 1.2106
Epoch [   36/   50] | d_loss: 0.0712 | g_loss: 0.6986
Epoch [   36/   50] | d_loss: 0.1270 | g_loss: 0.7215
Epoch [   36/   50] | d_loss: 0.1017 | g_loss: 0.9041
Epoch [   36/   50] | d_loss: 0.0766 | g_loss: 0.7734
Epoch [   36/   50] | d_loss: 0.0582 | g_loss: 0.7037
Epoch [   36/   50] | d_loss: 0.1007 | g_loss: 1.3935
Epoch [   36/   50] | d_loss: 0.0457 | g_loss: 0.8790
Epoch [   36/   50] | d_loss: 0.1164 | g_loss: 0.9316
Epoch [   36/   50] | d_loss: 0.0472 | g_loss: 1.0129
Epoch [   36/   50] | d_loss: 0.0878 | g_loss: 0.8787
Epoch [   36/   50] | d_loss: 0.1214 | g_loss: 0.5853
Epoch [   36/   50] | d_loss: 0.0467 | g_loss: 1.1068
Epoch [   36/   50] | d_loss: 0.1096 | g_loss: 0.7756
Epoch [   36/   50] | d_loss: 0.1749 | g_loss: 0.5484
Epoch [   36/   50] | d_loss: 0.0505 | g_loss: 1.0993
Epoch [   36/   50] | d_loss: 0.0485 | g_loss: 0.9705
Epoch [   36/   50] | d_loss: 0.1651 | g_loss: 0.6090
Epoch [   36/   50] | d_loss: 0.2379 | g_loss: 0.5274
Epoch [   36/   50] | d_loss: 0.0809 | g_loss: 0.7856
Epoch [   36/   50] | d_loss: 0.0451 | g_loss: 1.1101
Epoch [   36/   50] | d_loss: 0.1512 | g_loss: 0.6807
Epoch [   36/   50] | d_loss: 0.0672 | g_loss: 0.8178
Epoch [   36/   50] | d_loss: 0.0743 | g_loss: 0.5871
Epoch [   36/   50] | d_loss: 0.0561 | g_loss: 0.5791
Epoch [   36/   50] | d_loss: 0.0625 | g_loss: 0.5980
Epoch [   36/   50] | d_loss: 0.0535 | g_loss: 0.8380
Epoch [   36/   50] | d_loss: 0.1288 | g_loss: 1.0702
Epoch [   36/   50] | d_loss: 0.1120 | g_loss: 0.9825
Epoch [   36/   50] | d_loss: 0.0330 | g_loss: 0.6446
Epoch [   36/   50] | d_loss: 0.1606 | g_loss: 0.7810
Epoch [   36/   50] | d_loss: 0.0863 | g_loss: 0.9309
Epoch [   36/   50] | d_loss: 0.0778 | g_loss: 1.0166
Epoch [   36/   50] | d_loss: 0.0623 | g_loss: 0.8693
Epoch [   36/   50] | d_loss: 0.0474 | g_loss: 1.2106
Epoch [   37/   50] | d_loss: 0.1057 | g_loss: 1.2920
Epoch [   37/   50] | d_loss: 0.0561 | g_loss: 0.9742
Epoch [   37/   50] | d_loss: 0.0633 | g_loss: 1.0054
Epoch [   37/   50] | d_loss: 0.0449 | g_loss: 0.8106
Epoch [   37/   50] | d_loss: 0.0456 | g_loss: 0.7906
Epoch [   37/   50] | d_loss: 0.2092 | g_loss: 0.5176
Epoch [   37/   50] | d_loss: 0.0837 | g_loss: 0.7498
Epoch [   37/   50] | d_loss: 0.0866 | g_loss: 0.9037
Epoch [   37/   50] | d_loss: 0.1250 | g_loss: 0.6656
Epoch [   37/   50] | d_loss: 0.0645 | g_loss: 0.9848
Epoch [   37/   50] | d_loss: 0.1267 | g_loss: 0.8269
Epoch [   37/   50] | d_loss: 0.1486 | g_loss: 0.5095
Epoch [   37/   50] | d_loss: 0.0802 | g_loss: 0.5275
Epoch [   37/   50] | d_loss: 0.3406 | g_loss: 1.3118
Epoch [   37/   50] | d_loss: 0.1037 | g_loss: 0.6481
Epoch [   37/   50] | d_loss: 0.1124 | g_loss: 0.6623
Epoch [   37/   50] | d_loss: 0.0432 | g_loss: 0.8900
Epoch [   37/   50] | d_loss: 0.0675 | g_loss: 1.1841
Epoch [   37/   50] | d_loss: 0.0319 | g_loss: 0.9058
Epoch [   37/   50] | d_loss: 0.0348 | g_loss: 1.0309
Epoch [   37/   50] | d_loss: 0.2089 | g_loss: 0.7700
Epoch [   37/   50] | d_loss: 0.0892 | g_loss: 1.2311
Epoch [   37/   50] | d_loss: 0.0591 | g_loss: 1.0578
Epoch [   37/   50] | d_loss: 0.0857 | g_loss: 0.6444
Epoch [   37/   50] | d_loss: 0.1089 | g_loss: 0.7455
Epoch [   37/   50] | d_loss: 0.0369 | g_loss: 1.3447
Epoch [   37/   50] | d_loss: 0.1255 | g_loss: 1.0509
Epoch [   37/   50] | d_loss: 0.0545 | g_loss: 0.8970
Epoch [   37/   50] | d_loss: 0.1118 | g_loss: 1.0421
Epoch [   37/   50] | d_loss: 0.1043 | g_loss: 0.4589
Epoch [   37/   50] | d_loss: 0.0457 | g_loss: 1.0281
Epoch [   37/   50] | d_loss: 0.0355 | g_loss: 1.0667
Epoch [   37/   50] | d_loss: 0.0361 | g_loss: 1.1497
Epoch [   37/   50] | d_loss: 0.1520 | g_loss: 0.6499
Epoch [   37/   50] | d_loss: 0.1312 | g_loss: 0.7094
Epoch [   37/   50] | d_loss: 0.0343 | g_loss: 1.0012
Epoch [   37/   50] | d_loss: 0.0706 | g_loss: 0.8540
Epoch [   37/   50] | d_loss: 0.0571 | g_loss: 0.9446
Epoch [   37/   50] | d_loss: 0.2156 | g_loss: 0.3730
Epoch [   37/   50] | d_loss: 0.1546 | g_loss: 0.6150
Epoch [   37/   50] | d_loss: 0.0407 | g_loss: 0.8592
Epoch [   37/   50] | d_loss: 0.1055 | g_loss: 0.9349
Epoch [   37/   50] | d_loss: 0.0586 | g_loss: 1.1068
Epoch [   37/   50] | d_loss: 0.0964 | g_loss: 0.7009
Epoch [   37/   50] | d_loss: 0.0964 | g_loss: 0.6876
Epoch [   37/   50] | d_loss: 0.0377 | g_loss: 1.1864
Epoch [   37/   50] | d_loss: 0.0417 | g_loss: 1.0604
Epoch [   37/   50] | d_loss: 0.0660 | g_loss: 0.8640
Epoch [   37/   50] | d_loss: 0.0508 | g_loss: 1.0824
Epoch [   37/   50] | d_loss: 0.0913 | g_loss: 0.8283
Epoch [   37/   50] | d_loss: 0.0404 | g_loss: 1.2046
Epoch [   37/   50] | d_loss: 0.0488 | g_loss: 0.4979
Epoch [   37/   50] | d_loss: 0.0928 | g_loss: 0.8156
Epoch [   37/   50] | d_loss: 0.1582 | g_loss: 0.4975
Epoch [   37/   50] | d_loss: 0.0446 | g_loss: 0.8161
Epoch [   37/   50] | d_loss: 0.0639 | g_loss: 0.8777
Epoch [   37/   50] | d_loss: 0.0810 | g_loss: 1.2498
Epoch [   38/   50] | d_loss: 0.0483 | g_loss: 0.7163
Epoch [   38/   50] | d_loss: 0.1316 | g_loss: 0.5165
Epoch [   38/   50] | d_loss: 0.0509 | g_loss: 0.5508
Epoch [   38/   50] | d_loss: 0.0351 | g_loss: 1.0647
Epoch [   38/   50] | d_loss: 0.0589 | g_loss: 0.8490
Epoch [   38/   50] | d_loss: 0.1950 | g_loss: 1.0663
Epoch [   38/   50] | d_loss: 0.0344 | g_loss: 0.9628
Epoch [   38/   50] | d_loss: 0.0309 | g_loss: 0.8838
Epoch [   38/   50] | d_loss: 0.0846 | g_loss: 1.1438
Epoch [   38/   50] | d_loss: 0.0677 | g_loss: 0.8111
Epoch [   38/   50] | d_loss: 0.1062 | g_loss: 0.6885
Epoch [   38/   50] | d_loss: 0.0776 | g_loss: 0.9404
Epoch [   38/   50] | d_loss: 0.0773 | g_loss: 0.9530
Epoch [   38/   50] | d_loss: 0.0777 | g_loss: 1.0865
Epoch [   38/   50] | d_loss: 0.0788 | g_loss: 0.9358
Epoch [   38/   50] | d_loss: 0.1227 | g_loss: 0.4847
Epoch [   38/   50] | d_loss: 0.1389 | g_loss: 0.9228
Epoch [   38/   50] | d_loss: 0.0660 | g_loss: 0.7342
Epoch [   38/   50] | d_loss: 0.1289 | g_loss: 0.5135
Epoch [   38/   50] | d_loss: 0.2190 | g_loss: 0.6579
Epoch [   38/   50] | d_loss: 0.1257 | g_loss: 1.0282
Epoch [   38/   50] | d_loss: 0.1485 | g_loss: 0.7650
Epoch [   38/   50] | d_loss: 0.0536 | g_loss: 0.8458
Epoch [   38/   50] | d_loss: 0.0600 | g_loss: 0.5336
Epoch [   38/   50] | d_loss: 0.2639 | g_loss: 1.2555
Epoch [   38/   50] | d_loss: 0.0341 | g_loss: 1.3100
Epoch [   38/   50] | d_loss: 0.0793 | g_loss: 0.7416
Epoch [   38/   50] | d_loss: 0.0960 | g_loss: 0.8575
Epoch [   38/   50] | d_loss: 0.0613 | g_loss: 0.7064
Epoch [   38/   50] | d_loss: 0.0659 | g_loss: 0.4908
Epoch [   38/   50] | d_loss: 0.0815 | g_loss: 0.7002
Epoch [   38/   50] | d_loss: 0.0477 | g_loss: 0.7299
Epoch [   38/   50] | d_loss: 0.1082 | g_loss: 1.2591
Epoch [   38/   50] | d_loss: 0.0822 | g_loss: 0.8854
Epoch [   38/   50] | d_loss: 0.0421 | g_loss: 1.0482
Epoch [   38/   50] | d_loss: 0.0785 | g_loss: 0.6399
Epoch [   38/   50] | d_loss: 0.2369 | g_loss: 1.3867
Epoch [   38/   50] | d_loss: 0.0696 | g_loss: 0.8352
Epoch [   38/   50] | d_loss: 0.0689 | g_loss: 0.6946
Epoch [   38/   50] | d_loss: 0.1137 | g_loss: 1.2403
Epoch [   38/   50] | d_loss: 0.0575 | g_loss: 0.8477
Epoch [   38/   50] | d_loss: 0.0337 | g_loss: 0.4615
Epoch [   38/   50] | d_loss: 0.0512 | g_loss: 1.1234
Epoch [   38/   50] | d_loss: 0.2030 | g_loss: 0.6604
Epoch [   38/   50] | d_loss: 0.0401 | g_loss: 0.5672
Epoch [   38/   50] | d_loss: 0.1477 | g_loss: 0.7090
Epoch [   38/   50] | d_loss: 0.0646 | g_loss: 0.7100
Epoch [   38/   50] | d_loss: 0.0946 | g_loss: 1.1096
Epoch [   38/   50] | d_loss: 0.0605 | g_loss: 0.9489
Epoch [   38/   50] | d_loss: 0.0499 | g_loss: 0.7600
Epoch [   38/   50] | d_loss: 0.2412 | g_loss: 1.6342
Epoch [   38/   50] | d_loss: 0.0403 | g_loss: 1.0180
Epoch [   38/   50] | d_loss: 0.0458 | g_loss: 1.1507
Epoch [   38/   50] | d_loss: 0.1051 | g_loss: 0.7170
Epoch [   38/   50] | d_loss: 0.0418 | g_loss: 0.6506
Epoch [   38/   50] | d_loss: 0.1041 | g_loss: 0.7342
Epoch [   38/   50] | d_loss: 0.1401 | g_loss: 0.9469
Epoch [   39/   50] | d_loss: 0.1418 | g_loss: 0.3780
Epoch [   39/   50] | d_loss: 0.0415 | g_loss: 1.0643
Epoch [   39/   50] | d_loss: 0.0705 | g_loss: 1.0435
Epoch [   39/   50] | d_loss: 0.0663 | g_loss: 1.0857
Epoch [   39/   50] | d_loss: 0.0374 | g_loss: 1.1062
Epoch [   39/   50] | d_loss: 0.0305 | g_loss: 0.9243
Epoch [   39/   50] | d_loss: 0.0398 | g_loss: 0.9854
Epoch [   39/   50] | d_loss: 0.0788 | g_loss: 0.8136
Epoch [   39/   50] | d_loss: 0.1117 | g_loss: 0.7205
Epoch [   39/   50] | d_loss: 0.2623 | g_loss: 0.5653
Epoch [   39/   50] | d_loss: 0.1051 | g_loss: 0.8819
Epoch [   39/   50] | d_loss: 0.0956 | g_loss: 0.6424
Epoch [   39/   50] | d_loss: 0.2239 | g_loss: 1.0716
Epoch [   39/   50] | d_loss: 0.0445 | g_loss: 1.0422
Epoch [   39/   50] | d_loss: 0.0556 | g_loss: 1.1638
Epoch [   39/   50] | d_loss: 0.0668 | g_loss: 0.8072
Epoch [   39/   50] | d_loss: 0.0458 | g_loss: 0.8925
Epoch [   39/   50] | d_loss: 0.0924 | g_loss: 0.5509
Epoch [   39/   50] | d_loss: 0.0508 | g_loss: 0.5796
Epoch [   39/   50] | d_loss: 0.0476 | g_loss: 0.9155
Epoch [   39/   50] | d_loss: 0.0552 | g_loss: 0.8778
Epoch [   39/   50] | d_loss: 0.1232 | g_loss: 0.6708
Epoch [   39/   50] | d_loss: 0.0749 | g_loss: 1.0732
Epoch [   39/   50] | d_loss: 0.0598 | g_loss: 0.9485
Epoch [   39/   50] | d_loss: 0.0940 | g_loss: 0.7673
Epoch [   39/   50] | d_loss: 0.0847 | g_loss: 0.7736
Epoch [   39/   50] | d_loss: 0.0742 | g_loss: 0.8952
Epoch [   39/   50] | d_loss: 0.0311 | g_loss: 0.8559
Epoch [   39/   50] | d_loss: 0.1319 | g_loss: 0.7527
Epoch [   39/   50] | d_loss: 0.0384 | g_loss: 0.8666
Epoch [   39/   50] | d_loss: 0.1076 | g_loss: 1.2666
Epoch [   39/   50] | d_loss: 0.0420 | g_loss: 1.1196
Epoch [   39/   50] | d_loss: 0.0844 | g_loss: 1.1507
Epoch [   39/   50] | d_loss: 0.1391 | g_loss: 1.3562
Epoch [   39/   50] | d_loss: 0.0455 | g_loss: 1.1672
Epoch [   39/   50] | d_loss: 0.0294 | g_loss: 1.0115
Epoch [   39/   50] | d_loss: 0.0848 | g_loss: 0.8747
Epoch [   39/   50] | d_loss: 0.0353 | g_loss: 1.0201
Epoch [   39/   50] | d_loss: 0.0832 | g_loss: 0.6498
Epoch [   39/   50] | d_loss: 0.0266 | g_loss: 1.2637
Epoch [   39/   50] | d_loss: 0.0486 | g_loss: 1.1913
Epoch [   39/   50] | d_loss: 0.0418 | g_loss: 0.9305
Epoch [   39/   50] | d_loss: 0.0438 | g_loss: 0.9008
Epoch [   39/   50] | d_loss: 0.1269 | g_loss: 1.1947
Epoch [   39/   50] | d_loss: 0.0415 | g_loss: 1.2800
Epoch [   39/   50] | d_loss: 0.1351 | g_loss: 0.8269
Epoch [   39/   50] | d_loss: 0.0607 | g_loss: 0.5595
Epoch [   39/   50] | d_loss: 0.0566 | g_loss: 1.0485
Epoch [   39/   50] | d_loss: 0.1100 | g_loss: 0.7333
Epoch [   39/   50] | d_loss: 0.1340 | g_loss: 0.9105
Epoch [   39/   50] | d_loss: 0.0782 | g_loss: 0.8547
Epoch [   39/   50] | d_loss: 0.0681 | g_loss: 0.8446
Epoch [   39/   50] | d_loss: 0.4512 | g_loss: 1.1129
Epoch [   39/   50] | d_loss: 0.0746 | g_loss: 1.1025
Epoch [   39/   50] | d_loss: 0.0745 | g_loss: 1.1542
Epoch [   39/   50] | d_loss: 0.0342 | g_loss: 1.0991
Epoch [   39/   50] | d_loss: 0.0427 | g_loss: 0.8040
Epoch [   40/   50] | d_loss: 0.0682 | g_loss: 0.9082
Epoch [   40/   50] | d_loss: 0.0950 | g_loss: 0.7036
Epoch [   40/   50] | d_loss: 0.0925 | g_loss: 0.7191
Epoch [   40/   50] | d_loss: 0.0926 | g_loss: 0.6544
Epoch [   40/   50] | d_loss: 0.1652 | g_loss: 0.2195
Epoch [   40/   50] | d_loss: 0.0394 | g_loss: 1.3485
Epoch [   40/   50] | d_loss: 0.1855 | g_loss: 0.6877
Epoch [   40/   50] | d_loss: 0.0800 | g_loss: 0.9206
Epoch [   40/   50] | d_loss: 0.0601 | g_loss: 0.8054
Epoch [   40/   50] | d_loss: 0.1101 | g_loss: 0.7324
Epoch [   40/   50] | d_loss: 0.0215 | g_loss: 0.8747
Epoch [   40/   50] | d_loss: 0.0288 | g_loss: 0.9013
Epoch [   40/   50] | d_loss: 0.0953 | g_loss: 0.8112
Epoch [   40/   50] | d_loss: 0.0826 | g_loss: 0.6212
Epoch [   40/   50] | d_loss: 0.0714 | g_loss: 0.9505
Epoch [   40/   50] | d_loss: 0.1222 | g_loss: 0.9981
Epoch [   40/   50] | d_loss: 0.0880 | g_loss: 1.0957
Epoch [   40/   50] | d_loss: 0.0360 | g_loss: 1.0457
Epoch [   40/   50] | d_loss: 0.0802 | g_loss: 1.0707
Epoch [   40/   50] | d_loss: 0.0711 | g_loss: 0.7113
Epoch [   40/   50] | d_loss: 0.1838 | g_loss: 1.0058
Epoch [   40/   50] | d_loss: 0.2278 | g_loss: 0.9149
Epoch [   40/   50] | d_loss: 0.0769 | g_loss: 0.6146
Epoch [   40/   50] | d_loss: 0.0600 | g_loss: 1.3728
Epoch [   40/   50] | d_loss: 0.1355 | g_loss: 0.6542
Epoch [   40/   50] | d_loss: 0.0568 | g_loss: 1.0808
Epoch [   40/   50] | d_loss: 0.0674 | g_loss: 1.2171
Epoch [   40/   50] | d_loss: 0.1114 | g_loss: 0.8706
Epoch [   40/   50] | d_loss: 0.0429 | g_loss: 0.8812
Epoch [   40/   50] | d_loss: 0.1594 | g_loss: 0.7086
Epoch [   40/   50] | d_loss: 0.1959 | g_loss: 0.7108
Epoch [   40/   50] | d_loss: 0.0880 | g_loss: 0.8886
Epoch [   40/   50] | d_loss: 0.0393 | g_loss: 0.9012
Epoch [   40/   50] | d_loss: 0.0780 | g_loss: 1.0892
Epoch [   40/   50] | d_loss: 0.0486 | g_loss: 0.8056
Epoch [   40/   50] | d_loss: 0.0849 | g_loss: 0.6383
Epoch [   40/   50] | d_loss: 0.1015 | g_loss: 0.8284
Epoch [   40/   50] | d_loss: 0.0439 | g_loss: 0.8585
Epoch [   40/   50] | d_loss: 0.1216 | g_loss: 0.8336
Epoch [   40/   50] | d_loss: 0.0381 | g_loss: 0.4163
Epoch [   40/   50] | d_loss: 0.0548 | g_loss: 0.6300
Epoch [   40/   50] | d_loss: 0.0834 | g_loss: 0.6029
Epoch [   40/   50] | d_loss: 0.1347 | g_loss: 1.0765
Epoch [   40/   50] | d_loss: 0.0643 | g_loss: 0.5676
Epoch [   40/   50] | d_loss: 0.0335 | g_loss: 1.4744
Epoch [   40/   50] | d_loss: 0.0284 | g_loss: 1.3323
Epoch [   40/   50] | d_loss: 0.1265 | g_loss: 0.4891
Epoch [   40/   50] | d_loss: 0.1456 | g_loss: 0.7634
Epoch [   40/   50] | d_loss: 0.0477 | g_loss: 0.5333
Epoch [   40/   50] | d_loss: 0.0366 | g_loss: 0.9413
Epoch [   40/   50] | d_loss: 0.0645 | g_loss: 1.0807
Epoch [   40/   50] | d_loss: 0.0738 | g_loss: 0.9897
Epoch [   40/   50] | d_loss: 0.0460 | g_loss: 0.9112
Epoch [   40/   50] | d_loss: 0.0631 | g_loss: 1.0788
Epoch [   40/   50] | d_loss: 0.0759 | g_loss: 0.5919
Epoch [   40/   50] | d_loss: 0.0693 | g_loss: 0.5544
Epoch [   40/   50] | d_loss: 0.1285 | g_loss: 0.3309
Epoch [   41/   50] | d_loss: 0.0752 | g_loss: 0.5668
Epoch [   41/   50] | d_loss: 0.1012 | g_loss: 0.7869
Epoch [   41/   50] | d_loss: 0.0676 | g_loss: 0.8274
Epoch [   41/   50] | d_loss: 0.1473 | g_loss: 1.0139
Epoch [   41/   50] | d_loss: 0.0999 | g_loss: 0.3798
Epoch [   41/   50] | d_loss: 0.0654 | g_loss: 0.6728
Epoch [   41/   50] | d_loss: 0.1402 | g_loss: 0.7804
Epoch [   41/   50] | d_loss: 0.0637 | g_loss: 1.0214
Epoch [   41/   50] | d_loss: 0.0462 | g_loss: 1.4943
Epoch [   41/   50] | d_loss: 0.1288 | g_loss: 1.0703
Epoch [   41/   50] | d_loss: 0.0831 | g_loss: 0.8629
Epoch [   41/   50] | d_loss: 0.0727 | g_loss: 0.8601
Epoch [   41/   50] | d_loss: 0.0366 | g_loss: 1.1526
Epoch [   41/   50] | d_loss: 0.0301 | g_loss: 0.9891
Epoch [   41/   50] | d_loss: 0.0621 | g_loss: 0.6649
Epoch [   41/   50] | d_loss: 0.1356 | g_loss: 1.0775
Epoch [   41/   50] | d_loss: 0.0419 | g_loss: 1.0575
Epoch [   41/   50] | d_loss: 0.0513 | g_loss: 0.8591
Epoch [   41/   50] | d_loss: 0.0549 | g_loss: 0.8214
Epoch [   41/   50] | d_loss: 0.0369 | g_loss: 0.9769
Epoch [   41/   50] | d_loss: 0.1445 | g_loss: 1.0838
Epoch [   41/   50] | d_loss: 0.1413 | g_loss: 0.6938
Epoch [   41/   50] | d_loss: 0.0978 | g_loss: 1.4546
Epoch [   41/   50] | d_loss: 0.0545 | g_loss: 0.8158
Epoch [   41/   50] | d_loss: 0.0412 | g_loss: 0.8013
Epoch [   41/   50] | d_loss: 0.0657 | g_loss: 0.7252
Epoch [   41/   50] | d_loss: 0.0572 | g_loss: 0.9918
Epoch [   41/   50] | d_loss: 0.1885 | g_loss: 0.7069
Epoch [   41/   50] | d_loss: 0.3801 | g_loss: 1.1025
Epoch [   41/   50] | d_loss: 0.0515 | g_loss: 0.7620
Epoch [   41/   50] | d_loss: 0.0269 | g_loss: 0.8909
Epoch [   41/   50] | d_loss: 0.0755 | g_loss: 0.8704
Epoch [   41/   50] | d_loss: 0.0865 | g_loss: 0.7809
Epoch [   41/   50] | d_loss: 0.0612 | g_loss: 1.3077
Epoch [   41/   50] | d_loss: 0.0380 | g_loss: 0.8777
Epoch [   41/   50] | d_loss: 0.0290 | g_loss: 0.9530
Epoch [   41/   50] | d_loss: 0.1280 | g_loss: 1.0336
Epoch [   41/   50] | d_loss: 0.1267 | g_loss: 0.6581
Epoch [   41/   50] | d_loss: 0.2689 | g_loss: 1.3402
Epoch [   41/   50] | d_loss: 0.0974 | g_loss: 0.7223
Epoch [   41/   50] | d_loss: 0.5197 | g_loss: 0.5704
Epoch [   41/   50] | d_loss: 0.1063 | g_loss: 0.8040
Epoch [   41/   50] | d_loss: 0.1884 | g_loss: 0.7896
Epoch [   41/   50] | d_loss: 0.1063 | g_loss: 0.7371
Epoch [   41/   50] | d_loss: 0.0986 | g_loss: 0.8440
Epoch [   41/   50] | d_loss: 0.0913 | g_loss: 0.6810
Epoch [   41/   50] | d_loss: 0.0722 | g_loss: 1.1492
Epoch [   41/   50] | d_loss: 0.0407 | g_loss: 1.0859
Epoch [   41/   50] | d_loss: 0.1263 | g_loss: 0.7153
Epoch [   41/   50] | d_loss: 0.2104 | g_loss: 0.4545
Epoch [   41/   50] | d_loss: 0.1031 | g_loss: 0.8937
Epoch [   41/   50] | d_loss: 0.0438 | g_loss: 0.9595
Epoch [   41/   50] | d_loss: 0.0911 | g_loss: 0.7037
Epoch [   41/   50] | d_loss: 0.2915 | g_loss: 0.5964
Epoch [   41/   50] | d_loss: 0.0452 | g_loss: 0.6478
Epoch [   41/   50] | d_loss: 0.0472 | g_loss: 1.1371
Epoch [   41/   50] | d_loss: 0.1229 | g_loss: 0.7229
Epoch [   42/   50] | d_loss: 0.0968 | g_loss: 0.5950
Epoch [   42/   50] | d_loss: 0.0960 | g_loss: 1.1063
Epoch [   42/   50] | d_loss: 0.0404 | g_loss: 0.8668
Epoch [   42/   50] | d_loss: 0.1033 | g_loss: 0.8288
Epoch [   42/   50] | d_loss: 0.1220 | g_loss: 0.9422
Epoch [   42/   50] | d_loss: 0.0664 | g_loss: 0.9750
Epoch [   42/   50] | d_loss: 0.1040 | g_loss: 0.9660
Epoch [   42/   50] | d_loss: 0.0430 | g_loss: 0.7330
Epoch [   42/   50] | d_loss: 0.1138 | g_loss: 0.9662
Epoch [   42/   50] | d_loss: 0.0387 | g_loss: 0.9845
Epoch [   42/   50] | d_loss: 0.0841 | g_loss: 0.9732
Epoch [   42/   50] | d_loss: 0.0345 | g_loss: 0.7968
Epoch [   42/   50] | d_loss: 0.1253 | g_loss: 0.7198
Epoch [   42/   50] | d_loss: 0.0992 | g_loss: 0.7443
Epoch [   42/   50] | d_loss: 0.0511 | g_loss: 1.1131
Epoch [   42/   50] | d_loss: 0.0479 | g_loss: 0.9992
Epoch [   42/   50] | d_loss: 0.0599 | g_loss: 0.8929
Epoch [   42/   50] | d_loss: 0.0421 | g_loss: 0.9864
Epoch [   42/   50] | d_loss: 0.0816 | g_loss: 0.7083
Epoch [   42/   50] | d_loss: 0.0724 | g_loss: 0.8413
Epoch [   42/   50] | d_loss: 0.1520 | g_loss: 0.5321
Epoch [   42/   50] | d_loss: 0.0478 | g_loss: 0.5315
Epoch [   42/   50] | d_loss: 0.0417 | g_loss: 1.0458
Epoch [   42/   50] | d_loss: 0.0577 | g_loss: 0.8533
Epoch [   42/   50] | d_loss: 0.1686 | g_loss: 0.9379
Epoch [   42/   50] | d_loss: 0.0542 | g_loss: 0.7927
Epoch [   42/   50] | d_loss: 0.0573 | g_loss: 0.5568
Epoch [   42/   50] | d_loss: 0.0309 | g_loss: 1.3509
Epoch [   42/   50] | d_loss: 0.0496 | g_loss: 0.6259
Epoch [   42/   50] | d_loss: 0.0266 | g_loss: 1.2146
Epoch [   42/   50] | d_loss: 0.0762 | g_loss: 0.6477
Epoch [   42/   50] | d_loss: 0.0635 | g_loss: 0.8448
Epoch [   42/   50] | d_loss: 0.1069 | g_loss: 1.7508
Epoch [   42/   50] | d_loss: 0.0924 | g_loss: 0.7672
Epoch [   42/   50] | d_loss: 0.1890 | g_loss: 0.7214
Epoch [   42/   50] | d_loss: 0.0362 | g_loss: 0.8741
Epoch [   42/   50] | d_loss: 0.1107 | g_loss: 1.2607
Epoch [   42/   50] | d_loss: 0.0715 | g_loss: 0.9522
Epoch [   42/   50] | d_loss: 0.0638 | g_loss: 0.7930
Epoch [   42/   50] | d_loss: 0.0631 | g_loss: 0.5754
Epoch [   42/   50] | d_loss: 0.3330 | g_loss: 0.6438
Epoch [   42/   50] | d_loss: 0.0599 | g_loss: 0.8252
Epoch [   42/   50] | d_loss: 0.0623 | g_loss: 0.7528
Epoch [   42/   50] | d_loss: 0.0385 | g_loss: 0.8869
Epoch [   42/   50] | d_loss: 0.0329 | g_loss: 0.8469
Epoch [   42/   50] | d_loss: 0.1225 | g_loss: 0.6033
Epoch [   42/   50] | d_loss: 0.0441 | g_loss: 0.7473
Epoch [   42/   50] | d_loss: 0.0289 | g_loss: 0.5979
Epoch [   42/   50] | d_loss: 0.0304 | g_loss: 0.9162
Epoch [   42/   50] | d_loss: 0.1301 | g_loss: 0.7015
Epoch [   42/   50] | d_loss: 0.0352 | g_loss: 0.9582
Epoch [   42/   50] | d_loss: 0.0342 | g_loss: 0.6543
Epoch [   42/   50] | d_loss: 0.0286 | g_loss: 1.2721
Epoch [   42/   50] | d_loss: 0.1023 | g_loss: 1.0230
Epoch [   42/   50] | d_loss: 0.0947 | g_loss: 0.5800
Epoch [   42/   50] | d_loss: 0.0740 | g_loss: 0.7298
Epoch [   42/   50] | d_loss: 0.0671 | g_loss: 0.6500
Epoch [   43/   50] | d_loss: 0.1198 | g_loss: 0.8823
Epoch [   43/   50] | d_loss: 0.0959 | g_loss: 1.3346
Epoch [   43/   50] | d_loss: 0.1296 | g_loss: 0.8091
Epoch [   43/   50] | d_loss: 0.1012 | g_loss: 0.8070
Epoch [   43/   50] | d_loss: 0.0462 | g_loss: 1.2387
Epoch [   43/   50] | d_loss: 0.0332 | g_loss: 1.0059
Epoch [   43/   50] | d_loss: 0.0493 | g_loss: 0.8681
Epoch [   43/   50] | d_loss: 0.0886 | g_loss: 1.0415
Epoch [   43/   50] | d_loss: 0.0758 | g_loss: 0.9262
Epoch [   43/   50] | d_loss: 0.0520 | g_loss: 0.4590
Epoch [   43/   50] | d_loss: 0.0642 | g_loss: 0.6837
Epoch [   43/   50] | d_loss: 0.0628 | g_loss: 0.5051
Epoch [   43/   50] | d_loss: 0.0440 | g_loss: 0.6297
Epoch [   43/   50] | d_loss: 0.0421 | g_loss: 0.9313
Epoch [   43/   50] | d_loss: 0.0574 | g_loss: 0.8154
Epoch [   43/   50] | d_loss: 0.0936 | g_loss: 0.6638
Epoch [   43/   50] | d_loss: 0.1663 | g_loss: 0.7706
Epoch [   43/   50] | d_loss: 0.0875 | g_loss: 0.6899
Epoch [   43/   50] | d_loss: 0.0311 | g_loss: 0.9270
Epoch [   43/   50] | d_loss: 0.0240 | g_loss: 0.9225
Epoch [   43/   50] | d_loss: 0.0808 | g_loss: 0.8794
Epoch [   43/   50] | d_loss: 0.0381 | g_loss: 1.0466
Epoch [   43/   50] | d_loss: 0.1323 | g_loss: 0.7314
Epoch [   43/   50] | d_loss: 0.0697 | g_loss: 0.9292
Epoch [   43/   50] | d_loss: 0.0935 | g_loss: 0.7446
Epoch [   43/   50] | d_loss: 0.0527 | g_loss: 0.7150
Epoch [   43/   50] | d_loss: 0.0818 | g_loss: 0.8999
Epoch [   43/   50] | d_loss: 0.0525 | g_loss: 0.9070
Epoch [   43/   50] | d_loss: 0.0626 | g_loss: 0.7533
Epoch [   43/   50] | d_loss: 0.0735 | g_loss: 1.0832
Epoch [   43/   50] | d_loss: 0.0910 | g_loss: 1.3530
Epoch [   43/   50] | d_loss: 0.1609 | g_loss: 0.3942
Epoch [   43/   50] | d_loss: 0.0871 | g_loss: 0.8066
Epoch [   43/   50] | d_loss: 0.0497 | g_loss: 0.8768
Epoch [   43/   50] | d_loss: 0.0865 | g_loss: 0.4789
Epoch [   43/   50] | d_loss: 0.0404 | g_loss: 1.1527
Epoch [   43/   50] | d_loss: 0.1034 | g_loss: 0.6629
Epoch [   43/   50] | d_loss: 0.0577 | g_loss: 0.7718
Epoch [   43/   50] | d_loss: 0.0409 | g_loss: 0.7197
Epoch [   43/   50] | d_loss: 0.1408 | g_loss: 1.0075
Epoch [   43/   50] | d_loss: 0.0426 | g_loss: 0.7215
Epoch [   43/   50] | d_loss: 0.1361 | g_loss: 0.7883
Epoch [   43/   50] | d_loss: 0.0567 | g_loss: 1.2059
Epoch [   43/   50] | d_loss: 0.0882 | g_loss: 1.0190
Epoch [   43/   50] | d_loss: 0.1571 | g_loss: 0.5713
Epoch [   43/   50] | d_loss: 0.0276 | g_loss: 0.9608
Epoch [   43/   50] | d_loss: 0.0595 | g_loss: 0.9282
Epoch [   43/   50] | d_loss: 0.1138 | g_loss: 1.0589
Epoch [   43/   50] | d_loss: 0.1074 | g_loss: 0.4429
Epoch [   43/   50] | d_loss: 0.0585 | g_loss: 0.7221
Epoch [   43/   50] | d_loss: 0.0312 | g_loss: 1.0033
Epoch [   43/   50] | d_loss: 0.0396 | g_loss: 0.9886
Epoch [   43/   50] | d_loss: 0.0564 | g_loss: 1.2168
Epoch [   43/   50] | d_loss: 0.1234 | g_loss: 0.7622
Epoch [   43/   50] | d_loss: 0.0543 | g_loss: 0.9769
Epoch [   43/   50] | d_loss: 0.0428 | g_loss: 1.1925
Epoch [   43/   50] | d_loss: 0.0766 | g_loss: 0.8036
Epoch [   44/   50] | d_loss: 0.0589 | g_loss: 0.6210
Epoch [   44/   50] | d_loss: 0.0929 | g_loss: 0.6492
Epoch [   44/   50] | d_loss: 0.0488 | g_loss: 1.2800
Epoch [   44/   50] | d_loss: 0.1193 | g_loss: 0.7832
Epoch [   44/   50] | d_loss: 0.0910 | g_loss: 0.5638
Epoch [   44/   50] | d_loss: 0.0488 | g_loss: 1.0918
Epoch [   44/   50] | d_loss: 0.0609 | g_loss: 0.7892
Epoch [   44/   50] | d_loss: 0.0770 | g_loss: 0.6597
Epoch [   44/   50] | d_loss: 0.0346 | g_loss: 0.7466
Epoch [   44/   50] | d_loss: 0.0422 | g_loss: 0.5358
Epoch [   44/   50] | d_loss: 0.1283 | g_loss: 1.3441
Epoch [   44/   50] | d_loss: 0.0640 | g_loss: 0.4831
Epoch [   44/   50] | d_loss: 0.1568 | g_loss: 0.4474
Epoch [   44/   50] | d_loss: 0.0660 | g_loss: 1.5070
Epoch [   44/   50] | d_loss: 0.0464 | g_loss: 1.2625
Epoch [   44/   50] | d_loss: 0.0754 | g_loss: 0.6999
Epoch [   44/   50] | d_loss: 0.0399 | g_loss: 1.1411
Epoch [   44/   50] | d_loss: 0.0675 | g_loss: 0.9520
Epoch [   44/   50] | d_loss: 0.0244 | g_loss: 1.0283
Epoch [   44/   50] | d_loss: 0.0723 | g_loss: 0.9457
Epoch [   44/   50] | d_loss: 0.0324 | g_loss: 1.2640
Epoch [   44/   50] | d_loss: 0.0452 | g_loss: 1.3442
Epoch [   44/   50] | d_loss: 0.0489 | g_loss: 0.7574
Epoch [   44/   50] | d_loss: 0.0632 | g_loss: 1.5847
Epoch [   44/   50] | d_loss: 0.0646 | g_loss: 1.0893
Epoch [   44/   50] | d_loss: 0.0964 | g_loss: 0.8718
Epoch [   44/   50] | d_loss: 0.0460 | g_loss: 0.7793
Epoch [   44/   50] | d_loss: 0.1833 | g_loss: 1.0917
Epoch [   44/   50] | d_loss: 0.0942 | g_loss: 0.7495
Epoch [   44/   50] | d_loss: 0.0271 | g_loss: 0.8448
Epoch [   44/   50] | d_loss: 0.1129 | g_loss: 0.9443
Epoch [   44/   50] | d_loss: 0.0665 | g_loss: 0.7287
Epoch [   44/   50] | d_loss: 0.1069 | g_loss: 1.2173
Epoch [   44/   50] | d_loss: 0.0421 | g_loss: 0.6483
Epoch [   44/   50] | d_loss: 0.0526 | g_loss: 0.8593
Epoch [   44/   50] | d_loss: 0.0185 | g_loss: 0.8921
Epoch [   44/   50] | d_loss: 0.0469 | g_loss: 1.0296
Epoch [   44/   50] | d_loss: 0.0549 | g_loss: 0.5863
Epoch [   44/   50] | d_loss: 0.0732 | g_loss: 0.8565
Epoch [   44/   50] | d_loss: 0.0368 | g_loss: 0.9491
Epoch [   44/   50] | d_loss: 0.0574 | g_loss: 1.2041
Epoch [   44/   50] | d_loss: 0.0311 | g_loss: 1.0775
Epoch [   44/   50] | d_loss: 0.0597 | g_loss: 0.8858
Epoch [   44/   50] | d_loss: 0.0736 | g_loss: 1.2159
Epoch [   44/   50] | d_loss: 0.0266 | g_loss: 0.5722
Epoch [   44/   50] | d_loss: 0.0402 | g_loss: 0.8783
Epoch [   44/   50] | d_loss: 0.0642 | g_loss: 0.7660
Epoch [   44/   50] | d_loss: 0.0655 | g_loss: 0.6510
Epoch [   44/   50] | d_loss: 0.0387 | g_loss: 0.9380
Epoch [   44/   50] | d_loss: 0.1478 | g_loss: 0.7123
Epoch [   44/   50] | d_loss: 0.0338 | g_loss: 0.8813
Epoch [   44/   50] | d_loss: 0.0523 | g_loss: 1.2052
Epoch [   44/   50] | d_loss: 0.0955 | g_loss: 1.2047
Epoch [   44/   50] | d_loss: 0.0810 | g_loss: 1.5536
Epoch [   44/   50] | d_loss: 0.0584 | g_loss: 0.7125
Epoch [   44/   50] | d_loss: 0.0822 | g_loss: 0.8151
Epoch [   44/   50] | d_loss: 0.1332 | g_loss: 0.8461
Epoch [   45/   50] | d_loss: 0.0370 | g_loss: 0.8275
Epoch [   45/   50] | d_loss: 0.0971 | g_loss: 0.7431
Epoch [   45/   50] | d_loss: 0.0352 | g_loss: 0.8064
Epoch [   45/   50] | d_loss: 0.0469 | g_loss: 0.8325
Epoch [   45/   50] | d_loss: 0.0315 | g_loss: 0.8470
Epoch [   45/   50] | d_loss: 0.0573 | g_loss: 1.1871
Epoch [   45/   50] | d_loss: 0.0655 | g_loss: 1.0258
Epoch [   45/   50] | d_loss: 0.2521 | g_loss: 0.5884
Epoch [   45/   50] | d_loss: 0.0629 | g_loss: 0.8459
Epoch [   45/   50] | d_loss: 0.0638 | g_loss: 1.1145
Epoch [   45/   50] | d_loss: 0.0769 | g_loss: 0.6932
Epoch [   45/   50] | d_loss: 0.1518 | g_loss: 0.8965
Epoch [   45/   50] | d_loss: 0.0772 | g_loss: 0.3729
Epoch [   45/   50] | d_loss: 0.0787 | g_loss: 0.5528
Epoch [   45/   50] | d_loss: 0.0665 | g_loss: 0.9135
Epoch [   45/   50] | d_loss: 0.0398 | g_loss: 0.8365
Epoch [   45/   50] | d_loss: 0.1479 | g_loss: 1.3195
Epoch [   45/   50] | d_loss: 0.0746 | g_loss: 0.7762
Epoch [   45/   50] | d_loss: 0.0577 | g_loss: 1.0544
Epoch [   45/   50] | d_loss: 0.0525 | g_loss: 0.9987
Epoch [   45/   50] | d_loss: 0.1199 | g_loss: 1.3415
Epoch [   45/   50] | d_loss: 0.1016 | g_loss: 0.6488
Epoch [   45/   50] | d_loss: 0.0385 | g_loss: 0.7994
Epoch [   45/   50] | d_loss: 0.0323 | g_loss: 1.0904
Epoch [   45/   50] | d_loss: 0.2124 | g_loss: 0.6996
Epoch [   45/   50] | d_loss: 0.0462 | g_loss: 0.7473
Epoch [   45/   50] | d_loss: 0.0726 | g_loss: 0.5655
Epoch [   45/   50] | d_loss: 0.1480 | g_loss: 1.0415
Epoch [   45/   50] | d_loss: 0.0347 | g_loss: 1.0985
Epoch [   45/   50] | d_loss: 0.1102 | g_loss: 0.9467
Epoch [   45/   50] | d_loss: 0.0759 | g_loss: 1.3522
Epoch [   45/   50] | d_loss: 0.0430 | g_loss: 0.9910
Epoch [   45/   50] | d_loss: 0.0565 | g_loss: 1.0176
Epoch [   45/   50] | d_loss: 0.0846 | g_loss: 1.0747
Epoch [   45/   50] | d_loss: 0.1296 | g_loss: 0.3854
Epoch [   45/   50] | d_loss: 0.0684 | g_loss: 0.9493
Epoch [   45/   50] | d_loss: 0.0464 | g_loss: 1.1341
Epoch [   45/   50] | d_loss: 0.0423 | g_loss: 1.0133
Epoch [   45/   50] | d_loss: 0.0715 | g_loss: 0.9738
Epoch [   45/   50] | d_loss: 0.0711 | g_loss: 0.5203
Epoch [   45/   50] | d_loss: 0.0852 | g_loss: 0.5928
Epoch [   45/   50] | d_loss: 0.0735 | g_loss: 0.8191
Epoch [   45/   50] | d_loss: 0.1212 | g_loss: 0.9032
Epoch [   45/   50] | d_loss: 0.0467 | g_loss: 0.8455
Epoch [   45/   50] | d_loss: 0.0973 | g_loss: 1.0091
Epoch [   45/   50] | d_loss: 0.2484 | g_loss: 0.1584
Epoch [   45/   50] | d_loss: 0.0783 | g_loss: 0.7014
Epoch [   45/   50] | d_loss: 0.1130 | g_loss: 0.8082
Epoch [   45/   50] | d_loss: 0.0876 | g_loss: 1.2941
Epoch [   45/   50] | d_loss: 0.1397 | g_loss: 0.6441
Epoch [   45/   50] | d_loss: 0.0911 | g_loss: 0.9455
Epoch [   45/   50] | d_loss: 0.1036 | g_loss: 0.8300
Epoch [   45/   50] | d_loss: 0.0693 | g_loss: 1.0326
Epoch [   45/   50] | d_loss: 0.0908 | g_loss: 0.7672
Epoch [   45/   50] | d_loss: 0.0361 | g_loss: 0.7971
Epoch [   45/   50] | d_loss: 0.0344 | g_loss: 0.7182
Epoch [   45/   50] | d_loss: 0.0550 | g_loss: 0.8824
Epoch [   46/   50] | d_loss: 0.1037 | g_loss: 0.8659
Epoch [   46/   50] | d_loss: 0.0566 | g_loss: 1.0053
Epoch [   46/   50] | d_loss: 0.0571 | g_loss: 0.6922
Epoch [   46/   50] | d_loss: 0.0424 | g_loss: 0.7027
Epoch [   46/   50] | d_loss: 0.0321 | g_loss: 0.9236
Epoch [   46/   50] | d_loss: 0.0642 | g_loss: 1.1878
Epoch [   46/   50] | d_loss: 0.0644 | g_loss: 1.0516
Epoch [   46/   50] | d_loss: 0.0265 | g_loss: 1.1692
Epoch [   46/   50] | d_loss: 0.0908 | g_loss: 0.6261
Epoch [   46/   50] | d_loss: 0.0729 | g_loss: 1.2433
Epoch [   46/   50] | d_loss: 0.0243 | g_loss: 0.9533
Epoch [   46/   50] | d_loss: 0.0785 | g_loss: 0.7426
Epoch [   46/   50] | d_loss: 0.0848 | g_loss: 0.5933
Epoch [   46/   50] | d_loss: 0.0218 | g_loss: 1.0007
Epoch [   46/   50] | d_loss: 0.0327 | g_loss: 0.7566
Epoch [   46/   50] | d_loss: 0.0376 | g_loss: 0.9020
Epoch [   46/   50] | d_loss: 0.0538 | g_loss: 0.8465
Epoch [   46/   50] | d_loss: 0.1395 | g_loss: 0.8983
Epoch [   46/   50] | d_loss: 0.0668 | g_loss: 0.9241
Epoch [   46/   50] | d_loss: 0.0404 | g_loss: 0.6993
Epoch [   46/   50] | d_loss: 0.0377 | g_loss: 0.8547
Epoch [   46/   50] | d_loss: 0.1047 | g_loss: 1.3768
Epoch [   46/   50] | d_loss: 0.0457 | g_loss: 0.8665
Epoch [   46/   50] | d_loss: 0.0860 | g_loss: 0.7274
Epoch [   46/   50] | d_loss: 0.1116 | g_loss: 1.1609
Epoch [   46/   50] | d_loss: 0.0337 | g_loss: 0.9104
Epoch [   46/   50] | d_loss: 0.2301 | g_loss: 0.6735
Epoch [   46/   50] | d_loss: 0.0476 | g_loss: 0.9552
Epoch [   46/   50] | d_loss: 0.0486 | g_loss: 0.8979
Epoch [   46/   50] | d_loss: 0.1676 | g_loss: 1.5487
Epoch [   46/   50] | d_loss: 0.0669 | g_loss: 1.0289
Epoch [   46/   50] | d_loss: 0.0941 | g_loss: 0.7753
Epoch [   46/   50] | d_loss: 0.1187 | g_loss: 1.1239
Epoch [   46/   50] | d_loss: 0.0534 | g_loss: 0.8341
Epoch [   46/   50] | d_loss: 0.0489 | g_loss: 1.0105
Epoch [   46/   50] | d_loss: 0.0739 | g_loss: 1.1064
Epoch [   46/   50] | d_loss: 0.0502 | g_loss: 1.1223
Epoch [   46/   50] | d_loss: 0.0991 | g_loss: 0.7016
Epoch [   46/   50] | d_loss: 0.0432 | g_loss: 0.7619
Epoch [   46/   50] | d_loss: 0.0716 | g_loss: 0.7288
Epoch [   46/   50] | d_loss: 0.0538 | g_loss: 0.7020
Epoch [   46/   50] | d_loss: 0.0940 | g_loss: 1.1744
Epoch [   46/   50] | d_loss: 0.0982 | g_loss: 0.8851
Epoch [   46/   50] | d_loss: 0.0598 | g_loss: 0.8587
Epoch [   46/   50] | d_loss: 0.0432 | g_loss: 0.8887
Epoch [   46/   50] | d_loss: 0.0695 | g_loss: 1.0991
Epoch [   46/   50] | d_loss: 0.0535 | g_loss: 0.8091
Epoch [   46/   50] | d_loss: 0.0750 | g_loss: 1.5753
Epoch [   46/   50] | d_loss: 0.0988 | g_loss: 0.8251
Epoch [   46/   50] | d_loss: 0.0683 | g_loss: 1.0866
Epoch [   46/   50] | d_loss: 0.0391 | g_loss: 1.0084
Epoch [   46/   50] | d_loss: 0.1275 | g_loss: 1.0405
Epoch [   46/   50] | d_loss: 0.0650 | g_loss: 0.6894
Epoch [   46/   50] | d_loss: 0.1438 | g_loss: 1.0705
Epoch [   46/   50] | d_loss: 0.0948 | g_loss: 0.7952
Epoch [   46/   50] | d_loss: 0.0414 | g_loss: 0.8222
Epoch [   46/   50] | d_loss: 0.2526 | g_loss: 0.5794
Epoch [   47/   50] | d_loss: 0.0488 | g_loss: 0.5893
Epoch [   47/   50] | d_loss: 0.0570 | g_loss: 1.1945
Epoch [   47/   50] | d_loss: 0.0536 | g_loss: 1.1694
Epoch [   47/   50] | d_loss: 0.0279 | g_loss: 1.0834
Epoch [   47/   50] | d_loss: 0.0648 | g_loss: 0.6944
Epoch [   47/   50] | d_loss: 0.0622 | g_loss: 0.8174
Epoch [   47/   50] | d_loss: 0.0385 | g_loss: 0.8329
Epoch [   47/   50] | d_loss: 0.0729 | g_loss: 0.8248
Epoch [   47/   50] | d_loss: 0.1542 | g_loss: 1.2393
Epoch [   47/   50] | d_loss: 0.1002 | g_loss: 0.6562
Epoch [   47/   50] | d_loss: 0.0367 | g_loss: 1.0849
Epoch [   47/   50] | d_loss: 0.0803 | g_loss: 0.8636
Epoch [   47/   50] | d_loss: 0.0523 | g_loss: 0.8455
Epoch [   47/   50] | d_loss: 0.0250 | g_loss: 1.0012
Epoch [   47/   50] | d_loss: 0.0316 | g_loss: 0.8185
Epoch [   47/   50] | d_loss: 0.0358 | g_loss: 1.0299
Epoch [   47/   50] | d_loss: 0.0849 | g_loss: 0.7523
Epoch [   47/   50] | d_loss: 0.0723 | g_loss: 1.0344
Epoch [   47/   50] | d_loss: 0.0565 | g_loss: 1.0368
Epoch [   47/   50] | d_loss: 0.0257 | g_loss: 0.8933
Epoch [   47/   50] | d_loss: 0.2119 | g_loss: 1.4172
Epoch [   47/   50] | d_loss: 0.0598 | g_loss: 1.1425
Epoch [   47/   50] | d_loss: 0.0695 | g_loss: 1.0455
Epoch [   47/   50] | d_loss: 0.0617 | g_loss: 1.0231
Epoch [   47/   50] | d_loss: 0.0856 | g_loss: 1.0526
Epoch [   47/   50] | d_loss: 0.0824 | g_loss: 0.8205
Epoch [   47/   50] | d_loss: 0.0360 | g_loss: 1.1886
Epoch [   47/   50] | d_loss: 0.0412 | g_loss: 1.4272
Epoch [   47/   50] | d_loss: 0.0446 | g_loss: 0.8701
Epoch [   47/   50] | d_loss: 0.0660 | g_loss: 1.2087
Epoch [   47/   50] | d_loss: 0.0864 | g_loss: 0.7910
Epoch [   47/   50] | d_loss: 0.0386 | g_loss: 0.9594
Epoch [   47/   50] | d_loss: 0.1032 | g_loss: 0.7473
Epoch [   47/   50] | d_loss: 0.1049 | g_loss: 1.0539
Epoch [   47/   50] | d_loss: 0.0391 | g_loss: 0.9478
Epoch [   47/   50] | d_loss: 0.0398 | g_loss: 0.7809
Epoch [   47/   50] | d_loss: 0.0469 | g_loss: 1.1158
Epoch [   47/   50] | d_loss: 0.0200 | g_loss: 0.6562
Epoch [   47/   50] | d_loss: 0.0407 | g_loss: 1.1012
Epoch [   47/   50] | d_loss: 0.0444 | g_loss: 1.2322
Epoch [   47/   50] | d_loss: 0.0683 | g_loss: 1.6017
Epoch [   47/   50] | d_loss: 0.1108 | g_loss: 0.7045
Epoch [   47/   50] | d_loss: 0.0360 | g_loss: 1.0111
Epoch [   47/   50] | d_loss: 0.0636 | g_loss: 0.8906
Epoch [   47/   50] | d_loss: 0.0718 | g_loss: 0.8938
Epoch [   47/   50] | d_loss: 0.0997 | g_loss: 0.7508
Epoch [   47/   50] | d_loss: 0.0865 | g_loss: 0.9031
Epoch [   47/   50] | d_loss: 0.0604 | g_loss: 0.9376
Epoch [   47/   50] | d_loss: 0.0846 | g_loss: 0.7926
Epoch [   47/   50] | d_loss: 0.1657 | g_loss: 0.5915
Epoch [   47/   50] | d_loss: 0.0359 | g_loss: 0.7717
Epoch [   47/   50] | d_loss: 0.0965 | g_loss: 0.6525
Epoch [   47/   50] | d_loss: 0.1517 | g_loss: 0.9030
Epoch [   47/   50] | d_loss: 0.0348 | g_loss: 1.0757
Epoch [   47/   50] | d_loss: 0.1532 | g_loss: 0.7406
Epoch [   47/   50] | d_loss: 0.0221 | g_loss: 1.3098
Epoch [   47/   50] | d_loss: 0.1235 | g_loss: 1.0280
Epoch [   48/   50] | d_loss: 0.0295 | g_loss: 1.0335
Epoch [   48/   50] | d_loss: 0.0244 | g_loss: 1.0884
Epoch [   48/   50] | d_loss: 0.0210 | g_loss: 1.0396
Epoch [   48/   50] | d_loss: 0.1279 | g_loss: 0.9509
Epoch [   48/   50] | d_loss: 0.0329 | g_loss: 0.6240
Epoch [   48/   50] | d_loss: 0.0520 | g_loss: 0.8165
Epoch [   48/   50] | d_loss: 0.0750 | g_loss: 1.0010
Epoch [   48/   50] | d_loss: 0.0651 | g_loss: 1.4239
Epoch [   48/   50] | d_loss: 0.0408 | g_loss: 1.5494
Epoch [   48/   50] | d_loss: 0.1103 | g_loss: 0.9749
Epoch [   48/   50] | d_loss: 0.0744 | g_loss: 0.8392
Epoch [   48/   50] | d_loss: 0.0466 | g_loss: 0.9596
Epoch [   48/   50] | d_loss: 0.0407 | g_loss: 0.9151
Epoch [   48/   50] | d_loss: 0.0456 | g_loss: 0.8719
Epoch [   48/   50] | d_loss: 0.0514 | g_loss: 0.7119
Epoch [   48/   50] | d_loss: 0.0260 | g_loss: 0.8644
Epoch [   48/   50] | d_loss: 0.0340 | g_loss: 0.9196
Epoch [   48/   50] | d_loss: 0.0601 | g_loss: 0.8950
Epoch [   48/   50] | d_loss: 0.0861 | g_loss: 0.7129
Epoch [   48/   50] | d_loss: 0.1225 | g_loss: 0.3387
Epoch [   48/   50] | d_loss: 0.3343 | g_loss: 0.5769
Epoch [   48/   50] | d_loss: 0.0332 | g_loss: 1.0363
Epoch [   48/   50] | d_loss: 0.0268 | g_loss: 1.0557
Epoch [   48/   50] | d_loss: 0.1272 | g_loss: 0.6862
Epoch [   48/   50] | d_loss: 0.0642 | g_loss: 1.1688
Epoch [   48/   50] | d_loss: 0.1307 | g_loss: 1.0010
Epoch [   48/   50] | d_loss: 0.0662 | g_loss: 0.9491
Epoch [   48/   50] | d_loss: 0.0496 | g_loss: 1.1834
Epoch [   48/   50] | d_loss: 0.0574 | g_loss: 0.8542
Epoch [   48/   50] | d_loss: 0.0239 | g_loss: 0.6589
Epoch [   48/   50] | d_loss: 0.0529 | g_loss: 0.9249
Epoch [   48/   50] | d_loss: 0.0933 | g_loss: 0.6704
Epoch [   48/   50] | d_loss: 0.0276 | g_loss: 1.2700
Epoch [   48/   50] | d_loss: 0.1131 | g_loss: 1.0605
Epoch [   48/   50] | d_loss: 0.0539 | g_loss: 0.8452
Epoch [   48/   50] | d_loss: 0.0580 | g_loss: 0.6227
Epoch [   48/   50] | d_loss: 0.0379 | g_loss: 0.9883
Epoch [   48/   50] | d_loss: 0.0525 | g_loss: 0.9456
Epoch [   48/   50] | d_loss: 0.0814 | g_loss: 0.5896
Epoch [   48/   50] | d_loss: 0.1547 | g_loss: 0.8144
Epoch [   48/   50] | d_loss: 0.1369 | g_loss: 0.6598
Epoch [   48/   50] | d_loss: 0.1460 | g_loss: 0.5538
Epoch [   48/   50] | d_loss: 0.0464 | g_loss: 1.0005
Epoch [   48/   50] | d_loss: 0.0602 | g_loss: 0.5282
Epoch [   48/   50] | d_loss: 0.0453 | g_loss: 1.1341
Epoch [   48/   50] | d_loss: 0.0653 | g_loss: 1.0555
Epoch [   48/   50] | d_loss: 0.0257 | g_loss: 1.0816
Epoch [   48/   50] | d_loss: 0.2092 | g_loss: 0.7671
Epoch [   48/   50] | d_loss: 0.0404 | g_loss: 0.8562
Epoch [   48/   50] | d_loss: 0.1390 | g_loss: 0.9908
Epoch [   48/   50] | d_loss: 0.0377 | g_loss: 0.7763
Epoch [   48/   50] | d_loss: 0.0712 | g_loss: 0.6990
Epoch [   48/   50] | d_loss: 0.1018 | g_loss: 0.5349
Epoch [   48/   50] | d_loss: 0.0330 | g_loss: 0.8746
Epoch [   48/   50] | d_loss: 0.0185 | g_loss: 0.9935
Epoch [   48/   50] | d_loss: 0.0556 | g_loss: 0.9405
Epoch [   48/   50] | d_loss: 0.1719 | g_loss: 0.9535
Epoch [   49/   50] | d_loss: 0.1084 | g_loss: 1.0593
Epoch [   49/   50] | d_loss: 0.0339 | g_loss: 0.8117
Epoch [   49/   50] | d_loss: 0.2319 | g_loss: 0.2832
Epoch [   49/   50] | d_loss: 0.0920 | g_loss: 0.9120
Epoch [   49/   50] | d_loss: 0.0647 | g_loss: 0.8256
Epoch [   49/   50] | d_loss: 0.0230 | g_loss: 1.0805
Epoch [   49/   50] | d_loss: 0.0596 | g_loss: 1.1633
Epoch [   49/   50] | d_loss: 0.0668 | g_loss: 0.7808
Epoch [   49/   50] | d_loss: 0.0323 | g_loss: 0.7996
Epoch [   49/   50] | d_loss: 0.0470 | g_loss: 1.4335
Epoch [   49/   50] | d_loss: 0.0346 | g_loss: 1.0304
Epoch [   49/   50] | d_loss: 0.0327 | g_loss: 1.0482
Epoch [   49/   50] | d_loss: 0.0384 | g_loss: 0.6156
Epoch [   49/   50] | d_loss: 0.1360 | g_loss: 0.7464
Epoch [   49/   50] | d_loss: 0.0467 | g_loss: 0.8217
Epoch [   49/   50] | d_loss: 0.0320 | g_loss: 0.5923
Epoch [   49/   50] | d_loss: 0.0659 | g_loss: 1.1777
Epoch [   49/   50] | d_loss: 0.0305 | g_loss: 1.0605
Epoch [   49/   50] | d_loss: 0.0490 | g_loss: 1.0014
Epoch [   49/   50] | d_loss: 0.0383 | g_loss: 0.7326
Epoch [   49/   50] | d_loss: 0.0484 | g_loss: 1.0403
Epoch [   49/   50] | d_loss: 0.0816 | g_loss: 0.6452
Epoch [   49/   50] | d_loss: 0.0731 | g_loss: 0.9810
Epoch [   49/   50] | d_loss: 0.0518 | g_loss: 0.7268
Epoch [   49/   50] | d_loss: 0.0997 | g_loss: 0.9372
Epoch [   49/   50] | d_loss: 0.0658 | g_loss: 0.8935
Epoch [   49/   50] | d_loss: 0.0799 | g_loss: 1.2170
Epoch [   49/   50] | d_loss: 0.1052 | g_loss: 1.0038
Epoch [   49/   50] | d_loss: 0.0490 | g_loss: 1.2869
Epoch [   49/   50] | d_loss: 0.0525 | g_loss: 0.9477
Epoch [   49/   50] | d_loss: 0.0622 | g_loss: 0.5166
Epoch [   49/   50] | d_loss: 0.0371 | g_loss: 1.2372
Epoch [   49/   50] | d_loss: 0.0364 | g_loss: 1.1299
Epoch [   49/   50] | d_loss: 0.0433 | g_loss: 1.2373
Epoch [   49/   50] | d_loss: 0.0442 | g_loss: 1.3151
Epoch [   49/   50] | d_loss: 0.0842 | g_loss: 0.9722
Epoch [   49/   50] | d_loss: 0.0630 | g_loss: 1.0531
Epoch [   49/   50] | d_loss: 0.0763 | g_loss: 0.8440
Epoch [   49/   50] | d_loss: 0.0466 | g_loss: 0.9909
Epoch [   49/   50] | d_loss: 0.1402 | g_loss: 0.5577
Epoch [   49/   50] | d_loss: 0.1257 | g_loss: 0.9266
Epoch [   49/   50] | d_loss: 0.1520 | g_loss: 0.6472
Epoch [   49/   50] | d_loss: 0.0194 | g_loss: 0.9734
Epoch [   49/   50] | d_loss: 0.0511 | g_loss: 0.9551
Epoch [   49/   50] | d_loss: 0.1086 | g_loss: 0.9901
Epoch [   49/   50] | d_loss: 0.1060 | g_loss: 0.8338
Epoch [   49/   50] | d_loss: 0.0495 | g_loss: 0.7910
Epoch [   49/   50] | d_loss: 0.0776 | g_loss: 0.9228
Epoch [   49/   50] | d_loss: 0.0516 | g_loss: 0.5413
Epoch [   49/   50] | d_loss: 0.1196 | g_loss: 0.8272
Epoch [   49/   50] | d_loss: 0.1346 | g_loss: 0.7445
Epoch [   49/   50] | d_loss: 0.1300 | g_loss: 0.4757
Epoch [   49/   50] | d_loss: 0.0508 | g_loss: 0.9222
Epoch [   49/   50] | d_loss: 0.0283 | g_loss: 1.2195
Epoch [   49/   50] | d_loss: 0.0684 | g_loss: 1.2892
Epoch [   49/   50] | d_loss: 0.0313 | g_loss: 0.7943
Epoch [   49/   50] | d_loss: 0.0254 | g_loss: 1.1089
Epoch [   50/   50] | d_loss: 0.0495 | g_loss: 0.7330
Epoch [   50/   50] | d_loss: 0.0793 | g_loss: 0.5336
Epoch [   50/   50] | d_loss: 0.0426 | g_loss: 0.6800
Epoch [   50/   50] | d_loss: 0.1637 | g_loss: 0.8401
Epoch [   50/   50] | d_loss: 0.0376 | g_loss: 0.8839
Epoch [   50/   50] | d_loss: 0.0426 | g_loss: 0.9430
Epoch [   50/   50] | d_loss: 0.0348 | g_loss: 0.7618
Epoch [   50/   50] | d_loss: 0.2622 | g_loss: 1.0567
Epoch [   50/   50] | d_loss: 0.0427 | g_loss: 1.0532
Epoch [   50/   50] | d_loss: 0.0617 | g_loss: 0.8816
Epoch [   50/   50] | d_loss: 0.0946 | g_loss: 1.2965
Epoch [   50/   50] | d_loss: 0.1718 | g_loss: 0.8067
Epoch [   50/   50] | d_loss: 0.0698 | g_loss: 0.8486
Epoch [   50/   50] | d_loss: 0.0362 | g_loss: 0.9358
Epoch [   50/   50] | d_loss: 0.0708 | g_loss: 0.7692
Epoch [   50/   50] | d_loss: 0.0254 | g_loss: 0.9145
Epoch [   50/   50] | d_loss: 0.0234 | g_loss: 0.8201
Epoch [   50/   50] | d_loss: 0.0356 | g_loss: 1.3814
Epoch [   50/   50] | d_loss: 0.0723 | g_loss: 0.7648
Epoch [   50/   50] | d_loss: 0.0789 | g_loss: 0.9527
Epoch [   50/   50] | d_loss: 0.1238 | g_loss: 0.7067
Epoch [   50/   50] | d_loss: 0.1612 | g_loss: 1.2351
Epoch [   50/   50] | d_loss: 0.2691 | g_loss: 1.3049
Epoch [   50/   50] | d_loss: 0.0414 | g_loss: 1.2583
Epoch [   50/   50] | d_loss: 0.0409 | g_loss: 0.9891
Epoch [   50/   50] | d_loss: 0.0327 | g_loss: 1.3211
Epoch [   50/   50] | d_loss: 0.0611 | g_loss: 0.7705
Epoch [   50/   50] | d_loss: 0.0993 | g_loss: 0.7787
Epoch [   50/   50] | d_loss: 0.0768 | g_loss: 1.0022
Epoch [   50/   50] | d_loss: 0.0491 | g_loss: 0.9515
Epoch [   50/   50] | d_loss: 0.0259 | g_loss: 0.5315
Epoch [   50/   50] | d_loss: 0.0456 | g_loss: 0.9922
Epoch [   50/   50] | d_loss: 0.0526 | g_loss: 1.1753
Epoch [   50/   50] | d_loss: 0.2631 | g_loss: 0.6314
Epoch [   50/   50] | d_loss: 0.0653 | g_loss: 0.4612
Epoch [   50/   50] | d_loss: 0.0707 | g_loss: 0.8149
Epoch [   50/   50] | d_loss: 0.0639 | g_loss: 0.5963
Epoch [   50/   50] | d_loss: 0.1445 | g_loss: 0.5228
Epoch [   50/   50] | d_loss: 0.0668 | g_loss: 0.7339
Epoch [   50/   50] | d_loss: 0.0978 | g_loss: 1.1781
Epoch [   50/   50] | d_loss: 0.0569 | g_loss: 1.3810
Epoch [   50/   50] | d_loss: 0.0920 | g_loss: 0.6977
Epoch [   50/   50] | d_loss: 0.0433 | g_loss: 0.7601
Epoch [   50/   50] | d_loss: 0.0289 | g_loss: 1.0742
Epoch [   50/   50] | d_loss: 0.1162 | g_loss: 1.3552
Epoch [   50/   50] | d_loss: 0.0776 | g_loss: 1.3102
Epoch [   50/   50] | d_loss: 0.1678 | g_loss: 1.2642
Epoch [   50/   50] | d_loss: 0.0532 | g_loss: 0.8442
Epoch [   50/   50] | d_loss: 0.0552 | g_loss: 0.8257
Epoch [   50/   50] | d_loss: 0.1408 | g_loss: 0.8004
Epoch [   50/   50] | d_loss: 0.4632 | g_loss: 0.5910
Epoch [   50/   50] | d_loss: 0.1667 | g_loss: 0.6181
Epoch [   50/   50] | d_loss: 0.0536 | g_loss: 0.8461
Epoch [   50/   50] | d_loss: 0.0685 | g_loss: 0.5387
Epoch [   50/   50] | d_loss: 0.0918 | g_loss: 0.6887
Epoch [   50/   50] | d_loss: 0.0581 | g_loss: 1.2438
Epoch [   50/   50] | d_loss: 0.0552 | g_loss: 1.1012

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7fd600bd6da0>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: I noted that the generated faces presented a good outcome although there is some room for improvements since some images got some noise. The dataset could be improved adding faces of people of different ethnicities so the trained model would have more features to be trained on. Adding deeper layers in the model could also help to get a better final result. The Adam optimizer could be improved making a small learning rate but in this case the train process would increase. The number of epochs could be increased using more powerful GPUs and this way the discriminator and generator losses would be reduced accordanly to the number of epochs. Adding label smoothing to the discriminator and use residual blocks probably would improve the model as well

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.